
Monitor competitor signals and surface strategic implications for your roadmap. Use when asked to monitor competitors, track the competitive landscape, produce a competitive briefing, or understand what has changed in the market this week or month. Produces a structured intelligence brief with high/medium/low priority signals, roadmap implications, and a strategic landscape summary. For a single competitor announcement use competitor-signal-tracker; for a one-off deep dive use competitor-teardown.
Structure and facilitate sprint planning sessions. Use when asked to plan a sprint, organise backlog items, assign story points, create sprint goals, or prepare sprint planning agendas. Produces a sprint goal, velocity-calibrated backlog, capacity plan, risk flags, and a structured sprint planning meeting agenda.
Turn a list of changes, commits, or PRs into clean release notes / a changelog entry. Use when asked to write release notes, a changelog, or a version announcement from raw changes. Produces a Keep-a-Changelog-style entry grouped by type (Added/Changed/Fixed/etc.), written for users — surfacing breaking changes and upgrade notes up top. To go straight from a raw git log use changelog-generator instead.
Record the testable predictions inside a decision, then score them against reality later — so frameworks earn trust from outcomes, not vibes. Use when committing to a prioritisation, forecast, or plan (to log what it predicts), when asked to review what actually happened, or to compute how well-calibrated past RICE scores, forecasts, or bets have been. Produces a prediction record at decision time, and a calibration report with per-framework hit rates at review time.
Build a sales enablement kit so reps can sell a product, feature, or launch confidently. Use when asked to create sales enablement materials, a rep-ready one-pager, talk tracks, objection handling, or a launch enablement package. Produces a complete kit — positioning summary, discovery questions, talk track, demo flow, objection handling, competitive counters, and a call-to-action for reps.
Plan and run a customer advisory board (CAB). Use when asked to design a customer advisory board, plan a CAB meeting agenda, choose CAB members, or write CAB invitations and follow-ups. Produces a CAB program plan — objectives, member selection criteria, a meeting agenda, discussion guides, roles, logistics, and a follow-up and value-capture plan.
Review what an LLM feature or agent actually puts in its context window — and find what's bloating, missing, or fighting itself. Use when asked to review a system prompt and context assembly, cut token usage without losing quality, debug an agent that ignores instructions, or audit how retrieval results, history, and tool definitions are packed into the window. Produces a context inventory with a keep/cut/restructure verdict per component, ordering and caching fixes, and a token budget. For wording-level prompt tuning use prompt-optimizer.
Design a regression test suite that catches an LLM feature getting worse when the prompt, model, or context changes. Use when asked to stop prompt changes breaking production, set up golden tests or CI gates for an LLM feature, or test a model/prompt upgrade before shipping it. Produces a golden case set, per-case pass criteria, CI gate thresholds, and a triage protocol for failures. For designing first-time evaluation of a new feature use ai-eval-plan instead.
Build a go-to-market plan for any product launch, feature release, or new market entry. Use when planning a product launch, writing a GTM strategy, defining launch tiers, or coordinating cross-functional launch activities. Produces a tiered GTM plan with messaging, cross-functional activity tracker, success metrics, and launch day checklist. For positioning and messaging content itself use go-to-market instead.
Decide which of your recurring rituals to put on autopilot — and which to keep manual. Use when asked what to automate, how to set up recurring AI runs, which reports or briefings could run on a schedule, or to design an automation charter for a team. Produces a ritual inventory with automate/assist/keep-manual calls, guardrails per ritual, and a rollout order.
Tier a product launch (T1/T2/T3) and scope the right go-to-market effort. Use when asked to decide a launch tier, right-size launch activities, build a launch tiering framework, or plan channels and effort proportional to a launch's impact. Produces a tiering recommendation with the scoring rationale, the activities and channels for that tier, owners, and a lightweight launch checklist.
Route a fuzzy request to the right skill in this library. Use when the user is unsure which skill fits, asks 'which skill should I use for X', describes a task without naming a skill, or when a request could plausibly match several skills. Produces a best-fit recommendation with the inputs to gather, a runner-up with the tie-breaker, and a workflow recipe when the job spans multiple skills.
Create a Product Requirements Document following proven PM template structure. Use when asked to write a PRD, product spec, feature specification, or requirements document for a new feature or product. Produces a complete PRD with problem statement, user stories, functional requirements, technical considerations, and success metrics.
Draft a persuasive public comment on a proposed rule, regulation, or plan. Use when asked to comment on a rulemaking, respond to a consultation, submit feedback on a proposed regulation, or write a comment to an agency. Produces a structured comment: your position, specific evidence-based arguments tied to the proposal's text, suggested edits, and the impact — the kind agencies must consider on the record.
Write pricing page copy that helps buyers self-select the right plan and convert. Use when asked to write or improve a pricing page, name and describe pricing tiers, write plan feature lists, pricing CTAs, or a pricing FAQ. Produces complete pricing page copy — a header, tier cards with names, prices, audiences, feature lists, CTAs, an add-on/enterprise section, and an objection-handling FAQ.
Plan the migration of an LLM feature from one model to another without breaking production. Use when a model is being deprecated, a newer model looks better or cheaper, or when asked how to upgrade models safely, run shadow traffic, or set rollback criteria for a model change. Produces a phased migration plan with eval gates, shadow/canary stages, prompt-adaptation notes, and rollback triggers. For choosing which model in the first place use model-selection-advisor.
Review a design, PR, or feature for security issues before it ships. Use when asked to do a security review, security-review a change/PR, or check a feature for vulnerabilities. Produces a structured review across the common risk areas (authn/authz, input handling, secrets, data exposure, dependencies), findings ranked by severity with concrete fixes, and a ship / fix-first verdict. For code and systems you own or are authorized to review.
Review an LLM agent design and find where it will be unreliable, expensive, or unsafe. Use when asked to review an agent architecture, critique a multi-step/tool-using agent, debug an agent that loops or goes off-task, or harden an agent before launch. Produces a structured review — task fit, control flow, tools, memory/context, failure handling, cost, and safety — with prioritised findings and fixes.
Run or document a security incident response — contain, eradicate, recover, and learn. Use when responding to a breach/compromise/security incident, writing an IR plan or runbook, or producing a post-incident report. Produces a phase-by-phase response (triage, contain, eradicate, recover, post-incident) with the immediate actions, comms, evidence-handling, and a blameless review. For incidents on systems you own or defend.
Write pricing page copy that helps buyers self-select the right plan and convert. Use when asked to write or improve a pricing page, name and describe pricing tiers, write plan feature lists, pricing CTAs, or a pricing FAQ. Produces complete pricing page copy — a header, tier cards with names, prices, audiences, feature lists, CTAs, an add-on/enterprise section, and an objection-handling FAQ.
Triage a vulnerability or scanner finding — assess real severity, exploitability, and how urgently to fix. Use when asked to triage a CVE, prioritize scanner/pentest findings, assess a vuln's risk, or decide what to patch first. Produces a triage verdict: CVSS-informed severity adjusted for your context, exploitability, real risk, a fix/mitigation, and an SLA — so you fix what matters, not just what's red.
Write a decision-ready policy memo that frames an issue and recommends an option. Use when asked to write a policy memo, options paper, decision memo for a principal/minister/executive, or brief a decision-maker on a policy choice. Produces a tight memo: the issue, background, options with trade-offs, a clear recommendation, and implementation/risks — written for a busy decision-maker who reads the first paragraph.
Create go-to-market assets for any product or feature. Use when asked for a GTM plan, positioning statement, product launch plan, messaging pillars, use cases, or feature/benefit list. Produces a full GTM pack: positioning statement, messaging pillars, feature-to-benefit mapping, and role-specific use cases. For a tiered launch plan with cross-functional coordination use go-to-market-planner instead.
Analyze why deals are won and lost and turn it into an action plan. Use when asked to run a win/loss analysis, review closed-won and closed-lost deals, understand why the team is losing to a competitor, or summarize sales feedback into patterns. Produces a structured win/loss report with themes, win/loss rates by segment and competitor, representative quotes, and prioritized actions for product, marketing, and sales.
Write a product demo script that tells a value story instead of a feature tour. Use when asked to write a sales demo script, structure a product demo, plan demo talk track and flow, or turn a feature list into a compelling demo. Produces a demo script — the setup and discovery hooks, a scene-by-scene flow tied to buyer pain, talk track, 'aha' moments, transitions, and a close with next steps.
Stand up a Voice of Customer (VoC) program that turns feedback into action. Use when asked to build a VoC program, design a customer feedback loop, consolidate feedback sources, or set up a closed-loop feedback process. Produces a VoC program design — objectives, feedback sources and channels, a taxonomy, collection and analysis cadence, closed-loop routing, ownership, and success metrics.
Threat-model a system or feature to find where it could be attacked, before you build it. Use when asked to threat-model, do a security design review, identify attack surface, or apply STRIDE to a design. Produces a structured threat model: assets, trust boundaries and data flows, threats enumerated by category (STRIDE), and prioritized mitigations. Defensive security for systems you own or are authorized to assess.
Stand up a Voice of Customer (VoC) program that turns feedback into action. Use when asked to build a VoC program, design a customer feedback loop, consolidate feedback sources, or set up a closed-loop feedback process. Produces a VoC program design — objectives, feedback sources and channels, a taxonomy, collection and analysis cadence, closed-loop routing, ownership, and success metrics.
Build a sales enablement kit so reps can sell a product, feature, or launch confidently. Use when asked to create sales enablement materials, a rep-ready one-pager, talk tracks, objection handling, or a launch enablement package. Produces a complete kit — positioning summary, discovery questions, talk track, demo flow, objection handling, competitive counters, and a call-to-action for reps.
Write a clear penetration-test report from findings of an authorized engagement. Use when documenting a pentest, security assessment, or authorized red-team engagement — turning findings into a report clients act on. Produces an executive summary, scope & methodology, findings with severity/evidence/reproduction/remediation, and a risk-ranked remediation plan. For authorized testing only.
Produce a regulatory impact analysis (RIA) weighing the costs, benefits, and alternatives of a proposed rule. Use when asked to assess a regulation's impact, do a cost-benefit analysis of a policy, justify a rulemaking, or compare regulatory options. Produces a structured RIA: the problem and rationale, options including the baseline, costs vs. benefits, distributional effects, and a reasoned recommendation.
Synthesises user interview transcripts into structured research findings. Use when asked to analyse interview notes, synthesise qualitative research, identify themes from interviews, or turn raw interview data into actionable product insights. Produces a themed synthesis with supporting quotes per theme, 'so what' implications, and recommended next steps. For mixed sources beyond interviews (surveys, tickets, feedback) use user-research-synthesis instead.
Create go-to-market assets for any product or feature. Use when asked for a GTM plan, positioning statement, product launch plan, messaging pillars, use cases, or feature/benefit list. Produces a full GTM pack: positioning statement, messaging pillars, feature-to-benefit mapping, and role-specific use cases. For a tiered launch plan with cross-functional coordination use go-to-market-planner instead.
Produce a regulatory impact analysis (RIA) weighing the costs, benefits, and alternatives of a proposed rule. Use when asked to assess a regulation's impact, do a cost-benefit analysis of a policy, justify a rulemaking, or compare regulatory options. Produces a structured RIA: the problem and rationale, options including the baseline, costs vs. benefits, distributional effects, and a reasoned recommendation.
Draft a public-records request (FOIA / FOI / state open-records) that's specific enough to get records and hard to deny. Use when asked to write a FOIA request, records request, or freedom-of-information request to a government body. Produces a properly-scoped request: the records sought, date range and format, fee-waiver and expedited-processing asks where applicable, and citations to the governing statute.
Write a decision-ready policy memo that frames an issue and recommends an option. Use when asked to write a policy memo, options paper, decision memo for a principal/minister/executive, or brief a decision-maker on a policy choice. Produces a tight memo: the issue, background, options with trade-offs, a clear recommendation, and implementation/risks — written for a busy decision-maker who reads the first paragraph.
Make a recurring brief report what changed since the last edition instead of restating everything. Use when a weekly or monthly report keeps repeating itself, when setting up a scheduled monitor or digest, or when asked to make a recurring update delta-aware. Produces a changes-first brief plus the state record the next run will diff against.
Produce a structured competitive analysis for any product or market. Use when asked for a competitor analysis, competitive teardown, market comparison, SWOT, or positioning map. Generates a structured teardown with positioning map, feature comparison, messaging gaps, and strategic recommendations. For a full landscape doc with feature matrix and win/loss analysis use competitive-analysis instead.
Run a blameless postmortem for an incident caused by an AI agent or LLM feature — hallucinated facts shipped to users, runaway tool use, prompt injection, cost blowouts, or wrong actions taken autonomously. Use when asked to write up an AI incident, analyse why an agent did something wrong, or produce corrective actions after an LLM failure. Produces a structured postmortem with trace reconstruction, a root-cause layer analysis, and corrective actions including a permanent regression case. For non-AI production incidents use incident-postmortem.
Create well-structured OKRs (Objectives and Key Results) for product teams, startups, and individuals. Use when asked to write OKRs, set quarterly goals, define key results, or review existing OKRs. Produces a complete OKR set with objectives, measurable key results, baselines, and a scoring guide.
Scores and ranks product initiatives using the RICE framework. Use when asked to prioritise features, rank a backlog using RICE, score initiatives for quarterly planning, or apply an objective framework to a list of competing ideas. Produces a ranked RICE table with scores, quick wins and moonshot flags, dependency notes, and a recommended sequencing order.
Prepare for an industry analyst briefing (Gartner, Forrester, IDC and similar). Use when asked to prep an analyst briefing, write an AR briefing document, build talking points for an analyst call, or prepare a Magic Quadrant / Wave submission narrative. Produces a briefing kit — objective, company/product narrative, differentiation, proof points, the demo storyline, anticipated questions, and follow-up commitments.
Run or document a security incident response — contain, eradicate, recover, and learn. Use when responding to a breach/compromise/security incident, writing an IR plan or runbook, or producing a post-incident report. Produces a phase-by-phase response (triage, contain, eradicate, recover, post-incident) with the immediate actions, comms, evidence-handling, and a blameless review. For incidents on systems you own or defend.
Turn 'run this every Friday at 4pm' into a working, copy-paste schedule on the user's actual runner. Use when asked to schedule a recurring AI task, set up a routine or cron job for a skill, automate a weekly report, or wire a skill into n8n or GitHub Actions. Produces the exact setup for the chosen runner plus the prompt to run, failure alerting, and a first-run test plan.
Structure a PM's weekly review and planning session. Use when doing a weekly PM review, writing a weekly update, preparing for Monday planning, or reviewing sprint health. Produces a shareable weekly update covering metrics movement, shipping progress, blockers, insights, and next week's top 3 priorities.
Interviews you across 15 questions to capture your role, topics, sources, exclusions, and format preferences, then writes a master prompt you can paste into a scheduled task or Claude Code Routine. Use when you want to set up a personalised daily news brief, build a reusable morning news prompt, or create an automated intelligence briefing. Produces a confirmed summary of your preferences, a ready-to-paste master prompt, and setup instructions for both Cowork Scheduled Tasks and Claude Code Routines.
Write formal board meeting minutes from an agenda, notes, transcript, or discussion summary. Use when asked to draft board minutes, governance minutes, meeting minutes for a board, or a formal record of decisions and actions. Produces structured board minutes with attendees, agenda items, resolutions, decisions, action register, and approval-ready wording.
Run a blameless postmortem for an incident caused by an AI agent or LLM feature — hallucinated facts shipped to users, runaway tool use, prompt injection, cost blowouts, or wrong actions taken autonomously. Use when asked to write up an AI incident, analyse why an agent did something wrong, or produce corrective actions after an LLM failure. Produces a structured postmortem with trace reconstruction, a root-cause layer analysis, and corrective actions including a permanent regression case. For non-AI production incidents use incident-postmortem.
Design an evaluation plan for an LLM or AI feature before shipping it. Use when asked how to evaluate a prompt/model/agent, set up an eval harness, define quality metrics for an AI feature, or build a regression gate. Produces an eval plan — task definition, datasets, metrics & rubrics, baselines, automated + human evals, a pass bar, and a regression gate.
Create a Product Requirements Document following proven PM template structure. Use when asked to write a PRD, product spec, feature specification, or requirements document for a new feature or product. Produces a complete PRD with problem statement, user stories, functional requirements, technical considerations, and success metrics.
Monitor competitor signals and surface strategic implications for your roadmap. Use when asked to monitor competitors, track the competitive landscape, produce a competitive briefing, or understand what has changed in the market this week or month. Produces a structured intelligence brief with high/medium/low priority signals, roadmap implications, and a strategic landscape summary. For a single competitor announcement use competitor-signal-tracker; for a one-off deep dive use competitor-teardown.
Plan and run a customer advisory board (CAB). Use when asked to design a customer advisory board, plan a CAB meeting agenda, choose CAB members, or write CAB invitations and follow-ups. Produces a CAB program plan — objectives, member selection criteria, a meeting agenda, discussion guides, roles, logistics, and a follow-up and value-capture plan.
Turn a list of changes, commits, or PRs into clean release notes / a changelog entry. Use when asked to write release notes, a changelog, or a version announcement from raw changes. Produces a Keep-a-Changelog-style entry grouped by type (Added/Changed/Fixed/etc.), written for users — surfacing breaking changes and upgrade notes up top. To go straight from a raw git log use changelog-generator instead.
Write a one-page briefing note that gets a busy principal up to speed fast. Use when asked to brief a minister/executive/official, prepare a briefing note or read-ahead, or summarize an issue for a decision or meeting. Produces a tight, single-page note: purpose, background, key facts/considerations, and a recommendation or the decision sought — scannable in two minutes.
Convert a git log, commit list, or release notes into a polished, user-facing changelog. Use when writing release notes, generating a CHANGELOG.md entry, or documenting what changed in a version. Produces a structured changelog section with version header, categorised changes, and migration notes. For an already-curated change list use changelog-writer instead.
Prepare for an industry analyst briefing (Gartner, Forrester, IDC and similar). Use when asked to prep an analyst briefing, write an AR briefing document, build talking points for an analyst call, or prepare a Magic Quadrant / Wave submission narrative. Produces a briefing kit — objective, company/product narrative, differentiation, proof points, the demo storyline, anticipated questions, and follow-up commitments.
Analyze and synthesize user research findings into structured, actionable insights. Use when given user research data, interview transcripts, survey results, or user feedback that needs to be analyzed and summarised. Produces a themed synthesis with prevalence data, supporting quotes, pain points analysis, feature request prioritisation, and recommended next steps. For interview transcripts specifically use user-interview-synthesis instead.
Specify the tracing, metrics, and alerting for an AI agent or LLM feature in production. Use when asked what to log for an LLM app, design agent tracing or spans, define quality and cost monitors, or answer 'how do we know if the agent is misbehaving?'. Produces an observability spec with a trace schema, metric definitions with owners and alert thresholds, sampling and retention policy, and a privacy note for logged content.
Analyse competitor moves and translate them into strategic implications for your product roadmap. Use when a competitor announces a new feature, pricing change, partnership, or strategic shift, or when producing a periodic competitive intelligence report. Produces a categorised signal analysis with reactive-vs-proactive assessment, threat ratings, specific roadmap implications, and recommended responses with owners. For a recurring whole-market briefing use competitive-intelligence-monitor instead.
Specify the tracing, metrics, and alerting for an AI agent or LLM feature in production. Use when asked what to log for an LLM app, design agent tracing or spans, define quality and cost monitors, or answer 'how do we know if the agent is misbehaving?'. Produces an observability spec with a trace schema, metric definitions with owners and alert thresholds, sampling and retention policy, and a privacy note for logged content.
Plan the migration of an LLM feature from one model to another without breaking production. Use when a model is being deprecated, a newer model looks better or cheaper, or when asked how to upgrade models safely, run shadow traffic, or set rollback criteria for a model change. Produces a phased migration plan with eval gates, shadow/canary stages, prompt-adaptation notes, and rollback triggers. For choosing which model in the first place use model-selection-advisor.
Model the cost and latency of an LLM feature before it ships and surprises the bill. Use when asked to estimate LLM API costs, set a latency/token budget, decide which model tier to use, or bring down the cost of an AI feature. Produces a cost & latency budget — token math per request, monthly cost projection, model tiering, caching/streaming levers, p95 latency targets, and a guardrail/alert plan.
Review a design, PR, or feature for security issues before it ships. Use when asked to do a security review, security-review a change/PR, or check a feature for vulnerabilities. Produces a structured review across the common risk areas (authn/authz, input handling, secrets, data exposure, dependencies), findings ranked by severity with concrete fixes, and a ship / fix-first verdict. For code and systems you own or are authorized to review.
Review what an LLM feature or agent actually puts in its context window — and find what's bloating, missing, or fighting itself. Use when asked to review a system prompt and context assembly, cut token usage without losing quality, debug an agent that ignores instructions, or audit how retrieval results, history, and tool definitions are packed into the window. Produces a context inventory with a keep/cut/restructure verdict per component, ordering and caching fixes, and a token budget. For wording-level prompt tuning use prompt-optimizer.
Structure and facilitate sprint planning sessions. Use when asked to plan a sprint, organise backlog items, assign story points, create sprint goals, or prepare sprint planning agendas. Produces a sprint goal, velocity-calibrated backlog, capacity plan, risk flags, and a structured sprint planning meeting agenda.
Analyze competitors and create competitive landscape documentation with feature matrices, positioning maps, and strategic recommendations. Use when asked to analyze competitors, create competitive analysis, compare features with competitors, build a competitive landscape, track competitive positioning, or prepare sales battlecard inputs. Produces structured competitor profiles, feature comparison matrix, win/loss analysis, and prioritised strategic recommendations. For a one-off teardown of a single rival use competitor-teardown; for a recurring market briefing use competitive-intelligence-monitor.
Convert a git log, commit list, or release notes into a polished, user-facing changelog. Use when writing release notes, generating a CHANGELOG.md entry, or documenting what changed in a version. Produces a structured changelog section with version header, categorised changes, and migration notes. For an already-curated change list use changelog-writer instead.
Create concise executive stakeholder updates using the BLUF (Bottom Line Up Front) framework. Use when asked to write a status update, progress report, project communication, or executive briefing for leadership or stakeholders. Produces a BLUF-led update with status, key metrics, risks, upcoming milestones, and decisions needed — readable in under 2 minutes.
Scores and ranks product initiatives using the RICE framework. Use when asked to prioritise features, rank a backlog using RICE, score initiatives for quarterly planning, or apply an objective framework to a list of competing ideas. Produces a ranked RICE table with scores, quick wins and moonshot flags, dependency notes, and a recommended sequencing order.
Draft a public-records request (FOIA / FOI / state open-records) that's specific enough to get records and hard to deny. Use when asked to write a FOIA request, records request, or freedom-of-information request to a government body. Produces a properly-scoped request: the records sought, date range and format, fee-waiver and expedited-processing asks where applicable, and citations to the governing statute.
Write a compliant, competitive response to an RFP/RFQ/ITT (government or enterprise procurement). Use when responding to a request for proposal, bidding on a tender, or answering a procurement questionnaire. Produces a compliance-matrix-driven response that answers every requirement, wins on evaluation criteria, and reads as low-risk to the buyer — structured to the scoring, not the seller's ego.
Produce a structured competitive analysis for any product or market. Use when asked for a competitor analysis, competitive teardown, market comparison, SWOT, or positioning map. Generates a structured teardown with positioning map, feature comparison, messaging gaps, and strategic recommendations. For a full landscape doc with feature matrix and win/loss analysis use competitive-analysis instead.
Write a one-page briefing note that gets a busy principal up to speed fast. Use when asked to brief a minister/executive/official, prepare a briefing note or read-ahead, or summarize an issue for a decision or meeting. Produces a tight, single-page note: purpose, background, key facts/considerations, and a recommendation or the decision sought — scannable in two minutes.
Turn 'run this every Friday at 4pm' into a working, copy-paste schedule on the user's actual runner. Use when asked to schedule a recurring AI task, set up a routine or cron job for a skill, automate a weekly report, or wire a skill into n8n or GitHub Actions. Produces the exact setup for the chosen runner plus the prompt to run, failure alerting, and a first-run test plan.
Write a compliant, competitive response to an RFP/RFQ/ITT (government or enterprise procurement). Use when responding to a request for proposal, bidding on a tender, or answering a procurement questionnaire. Produces a compliance-matrix-driven response that answers every requirement, wins on evaluation criteria, and reads as low-risk to the buyer — structured to the scoring, not the seller's ego.
Write a product demo script that tells a value story instead of a feature tour. Use when asked to write a sales demo script, structure a product demo, plan demo talk track and flow, or turn a feature list into a compelling demo. Produces a demo script — the setup and discovery hooks, a scene-by-scene flow tied to buyer pain, talk track, 'aha' moments, transitions, and a close with next steps.
Design a regression test suite that catches an LLM feature getting worse when the prompt, model, or context changes. Use when asked to stop prompt changes breaking production, set up golden tests or CI gates for an LLM feature, or test a model/prompt upgrade before shipping it. Produces a golden case set, per-case pass criteria, CI gate thresholds, and a triage protocol for failures. For designing first-time evaluation of a new feature use ai-eval-plan instead.
Analyze competitors and create competitive landscape documentation with feature matrices, positioning maps, and strategic recommendations. Use when asked to analyze competitors, create competitive analysis, compare features with competitors, build a competitive landscape, track competitive positioning, or prepare sales battlecard inputs. Produces structured competitor profiles, feature comparison matrix, win/loss analysis, and prioritised strategic recommendations. For a one-off teardown of a single rival use competitor-teardown; for a recurring market briefing use competitive-intelligence-monitor.
Analyse competitor moves and translate them into strategic implications for your product roadmap. Use when a competitor announces a new feature, pricing change, partnership, or strategic shift, or when producing a periodic competitive intelligence report. Produces a categorised signal analysis with reactive-vs-proactive assessment, threat ratings, specific roadmap implications, and recommended responses with owners. For a recurring whole-market briefing use competitive-intelligence-monitor instead.
Write a structured incident postmortem or post-incident review. Use when asked to write a postmortem, incident report, P1/P2 review, outage report, or RCA (root cause analysis). Produces a blameless postmortem with timeline, root cause, contributing factors, impact summary, and action items.
Create concise executive stakeholder updates using the BLUF (Bottom Line Up Front) framework. Use when asked to write a status update, progress report, project communication, or executive briefing for leadership or stakeholders. Produces a BLUF-led update with status, key metrics, risks, upcoming milestones, and decisions needed — readable in under 2 minutes.
Write a structured incident postmortem or post-incident review. Use when asked to write a postmortem, incident report, P1/P2 review, outage report, or RCA (root cause analysis). Produces a blameless postmortem with timeline, root cause, contributing factors, impact summary, and action items.
Monitor competitor signals and surface strategic implications for your roadmap. Use when asked to monitor competitors, track the competitive landscape, produce a competitive briefing, or understand what has changed in the market this week or month. Produces a structured intelligence brief with high/medium/low priority signals, roadmap implications, and a strategic landscape summary. For a single competitor announcement use competitor-signal-tracker; for a one-off deep dive use competitor-teardown.
Analyze why deals are won and lost and turn it into an action plan. Use when asked to run a win/loss analysis, review closed-won and closed-lost deals, understand why the team is losing to a competitor, or summarize sales feedback into patterns. Produces a structured win/loss report with themes, win/loss rates by segment and competitor, representative quotes, and prioritized actions for product, marketing, and sales.
Synthesises user interview transcripts into structured research findings. Use when asked to analyse interview notes, synthesise qualitative research, identify themes from interviews, or turn raw interview data into actionable product insights. Produces a themed synthesis with supporting quotes per theme, 'so what' implications, and recommended next steps. For mixed sources beyond interviews (surveys, tickets, feedback) use user-research-synthesis instead.
Record the testable predictions inside a decision, then score them against reality later — so frameworks earn trust from outcomes, not vibes. Use when committing to a prioritisation, forecast, or plan (to log what it predicts), when asked to review what actually happened, or to compute how well-calibrated past RICE scores, forecasts, or bets have been. Produces a prediction record at decision time, and a calibration report with per-framework hit rates at review time.
Create well-structured OKRs (Objectives and Key Results) for product teams, startups, and individuals. Use when asked to write OKRs, set quarterly goals, define key results, or review existing OKRs. Produces a complete OKR set with objectives, measurable key results, baselines, and a scoring guide.
Triage a vulnerability or scanner finding — assess real severity, exploitability, and how urgently to fix. Use when asked to triage a CVE, prioritize scanner/pentest findings, assess a vuln's risk, or decide what to patch first. Produces a triage verdict: CVSS-informed severity adjusted for your context, exploitability, real risk, a fix/mitigation, and an SLA — so you fix what matters, not just what's red.
Threat-model a system or feature to find where it could be attacked, before you build it. Use when asked to threat-model, do a security design review, identify attack surface, or apply STRIDE to a design. Produces a structured threat model: assets, trust boundaries and data flows, threats enumerated by category (STRIDE), and prioritized mitigations. Defensive security for systems you own or are authorized to assess.
Route a fuzzy request to the right skill in this library. Use when the user is unsure which skill fits, asks 'which skill should I use for X', describes a task without naming a skill, or when a request could plausibly match several skills. Produces a best-fit recommendation with the inputs to gather, a runner-up with the tie-breaker, and a workflow recipe when the job spans multiple skills.
Analyze and synthesize user research findings into structured, actionable insights. Use when given user research data, interview transcripts, survey results, or user feedback that needs to be analyzed and summarised. Produces a themed synthesis with prevalence data, supporting quotes, pain points analysis, feature request prioritisation, and recommended next steps. For interview transcripts specifically use user-interview-synthesis instead.
Tier a product launch (T1/T2/T3) and scope the right go-to-market effort. Use when asked to decide a launch tier, right-size launch activities, build a launch tiering framework, or plan channels and effort proportional to a launch's impact. Produces a tiering recommendation with the scoring rationale, the activities and channels for that tier, owners, and a lightweight launch checklist.
Make a recurring brief report what changed since the last edition instead of restating everything. Use when a weekly or monthly report keeps repeating itself, when setting up a scheduled monitor or digest, or when asked to make a recurring update delta-aware. Produces a changes-first brief plus the state record the next run will diff against.
Write formal board meeting minutes from an agenda, notes, transcript, or discussion summary. Use when asked to draft board minutes, governance minutes, meeting minutes for a board, or a formal record of decisions and actions. Produces structured board minutes with attendees, agenda items, resolutions, decisions, action register, and approval-ready wording.
Decide which of your recurring rituals to put on autopilot — and which to keep manual. Use when asked what to automate, how to set up recurring AI runs, which reports or briefings could run on a schedule, or to design an automation charter for a team. Produces a ritual inventory with automate/assist/keep-manual calls, guardrails per ritual, and a rollout order.
Build a go-to-market plan for any product launch, feature release, or new market entry. Use when planning a product launch, writing a GTM strategy, defining launch tiers, or coordinating cross-functional launch activities. Produces a tiered GTM plan with messaging, cross-functional activity tracker, success metrics, and launch day checklist. For positioning and messaging content itself use go-to-market instead.
Write a clear penetration-test report from findings of an authorized engagement. Use when documenting a pentest, security assessment, or authorized red-team engagement — turning findings into a report clients act on. Produces an executive summary, scope & methodology, findings with severity/evidence/reproduction/remediation, and a risk-ranked remediation plan. For authorized testing only.
Draft a persuasive public comment on a proposed rule, regulation, or plan. Use when asked to comment on a rulemaking, respond to a consultation, submit feedback on a proposed regulation, or write a comment to an agency. Produces a structured comment: your position, specific evidence-based arguments tied to the proposal's text, suggested edits, and the impact — the kind agencies must consider on the record.
Write the right reply to a customer review — positive, negative, or mixed. Use when asked to respond to a review, reply to a bad/1-star review, handle online reviews, or write review-response templates. Produces tailored, on-brand responses that thank advocates, de-escalate and resolve complaints, and read well to the *future* shopper who's reading them — plus reusable templates.
Create a professional, complete invoice for a client or customer. Use when asked to write an invoice, create a bill, draft a freelance/contractor invoice, or set up an invoice template. Produces a clear invoice — your and the client's details, a unique number, line items with quantities/rates, subtotal/tax/total, payment terms and methods, and due date — ready to send and easy to pay. Not tax/legal advice.
Generate structured-data (Schema.org / JSON-LD) markup to win rich results in search. Use when asked about schema markup, structured data, rich snippets, JSON-LD, or making a page eligible for stars/FAQ/breadcrumb results. Produces valid JSON-LD for the right schema type, the rich-result it targets, required vs. recommended fields, and validation/guideline notes.
Plan a co-marketing partnership — two brands reaching each other's audiences for mutual gain. Use when asked to plan a partnership, joint campaign, co-branded content/webinar, integration launch, or partner outreach. Produces the partner fit rationale, a fair value exchange, the joint campaign plan, the partner pitch, and how success is split and measured.
Design or optimize a paywall / upgrade screen to convert free users to paid without killing trust. Use when asked to improve a paywall, upgrade prompt, or free-to-paid conversion, or to decide what to gate. Produces the gating strategy (what's free vs. paid and why), the paywall placement and moment, the screen's copy and plan layout, and the metrics to watch — conversion that respects the user.
Plan a safe, incremental refactor of messy code without changing behavior. Use when code needs restructuring, is hard to change, has grown tangled, or you want to clean it up before adding a feature. Produces a sequenced plan of small behavior-preserving steps, the safety net (tests/characterization) to add first, and the target structure — refactoring as a series of green commits, not a risky big-bang rewrite.
Plan a sale or promotion that drives revenue without wrecking margin. Use when asked to plan a promotion, a discount/sale campaign, a BFCM/holiday promo, or a product launch offer. Produces a promo plan — objective, the offer mechanic, margin math, audience & channels, timing, messaging, and how you'll measure it — so the discount is a strategy, not a reflex.
Interview the user with sharp, one-at-a-time questions to turn a vague request into a tight, complete brief any other skill can run on. Use when a request is fuzzy, under-specified, or 'help me think this through', or before running a skill that needs inputs the user hasn't given. Produces a structured brief (goal, audience, constraints, success criteria) and hands off to the right skill — by interrogating, not guessing.
Write a handoff summary so another agent or person (or a fresh session) can pick up the work with full context. Use when ending a work session, hitting a context limit, switching agents, or pausing a task mid-flight. Produces a structured handoff: what the goal is, what's done, the current state, what's next, and the gotchas — so no context is lost across the boundary.
Write a clear pull-request description that gets reviewed fast and merged with confidence. Use when opening a PR, summarizing a change for review, or asked to write a PR/merge-request description. Produces a structured PR: what changed and why, how it was tested, risk and rollout, and a focused reviewer guide — so the reviewer understands intent before reading a single diff line.
Plan a programmatic SEO strategy — generate many ranking pages from a data set and a template. Use when asked about pSEO, scaling content with templates/data, building [X] for [Y] pages, or capturing long-tail search at scale. Produces the head-term + modifier model, the page template and data schema, a quality/thin-content guardrail, and an indexation plan — pages worth ranking, not doorway spam.
Turn a requirement or user story into clear, executable test cases. Use when asked to write test cases, test scenarios, a test suite for a feature, or to derive tests from acceptance criteria. Produces structured test cases — preconditions, steps, test data, expected results — across happy path, edge cases, and negative cases, plus a coverage note, so a tester (or automation) can run them without guessing.
Write a conference talk proposal / CFP submission for a tech or developer conference. Use when asked to submit to a CFP, propose a talk, or write a session abstract. Produces a compelling title, abstract, audience takeaways, an outline, and the speaker pitch — tuned to what selection committees actually look for.
Write a CONTRIBUTING guide that helps people contribute to an open-source project without friction. Use when asked to write a CONTRIBUTING.md, set up contribution guidelines, or make a repo welcoming to contributors. Produces a clear guide: how to set up, the contribution workflow, standards, PR expectations, and how to get help — lowering the barrier to a first PR.
Review a pull request or diff like a thoughtful senior engineer — prioritized, kind, and focused on what matters. Use when reviewing code, giving PR feedback, or asked to 'review this change'. Produces a structured review: a correctness/design pass, comments ranked by severity (blocking → nit), what's done well, and a clear approve / request-changes call — feedback that improves the code and the author.
Write a buyer's offer cover letter to a seller to strengthen a real-estate bid. Use when asked to write a real-estate offer letter, a buyer's 'love letter' to a seller, an offer cover note, or to make a home offer stand out. Produces a warm, genuine letter — who the buyers are, why they love the home, the strength of their offer, and a respectful close — while avoiding fair-housing risk. Not the legal offer/contract; not legal advice.
Create a content style guide / voice & tone guide so everyone writes consistently. Use when asked to write a content style guide, a voice and tone guide, editorial guidelines, or UX-writing standards. Produces a usable guide — voice principles with do/don't examples, tone-by-context, mechanics (grammar, capitalisation, formatting), terminology/word list, and accessibility/inclusivity rules — that a team can actually apply.
Write empty-state content that turns a blank screen into a next step. Use when asked to write an empty state, a zero-data / first-run state, a no-results state, or onboarding placeholder content. Produces empty-state copy — a clear headline, a helpful line, and a primary action — for each type (first-use, user-cleared, no-results, error/permission), so a blank screen guides instead of confuses.
Write clear, helpful error messages that tell users what happened and how to fix it. Use when asked to write an error message, validation text, a failure/empty-error state, or to rewrite a cryptic system error. Produces human, blame-free error copy — what went wrong, why (if useful), and the next step — with options per surface (inline, toast, full page) and the related success/empty states.
Create a content style guide / voice & tone guide so everyone writes consistently. Use when asked to write a content style guide, a voice and tone guide, editorial guidelines, or UX-writing standards. Produces a usable guide — voice principles with do/don't examples, tone-by-context, mechanics (grammar, capitalisation, formatting), terminology/word list, and accessibility/inclusivity rules — that a team can actually apply.
Write clear, helpful error messages that tell users what happened and how to fix it. Use when asked to write an error message, validation text, a failure/empty-error state, or to rewrite a cryptic system error. Produces human, blame-free error copy — what went wrong, why (if useful), and the next step — with options per surface (inline, toast, full page) and the related success/empty states.
Write empty-state content that turns a blank screen into a next step. Use when asked to write an empty state, a zero-data / first-run state, a no-results state, or onboarding placeholder content. Produces empty-state copy — a clear headline, a helpful line, and a primary action — for each type (first-use, user-cleared, no-results, error/permission), so a blank screen guides instead of confuses.
Write the small UI text that guides users — buttons, labels, tooltips, CTAs, confirmations. Use when asked to write microcopy, button/CTA text, form labels, tooltips, helper text, or to make UI wording clearer. Produces specific, action-oriented microcopy with options and rationale, matched to the moment and the product's voice — concise, scannable, and free of jargon.
Build boolean and X-ray search strings to source candidates. Use when asked to build a boolean search, source candidates on LinkedIn/Google, write an X-ray search, or find people with specific skills. Produces ready-to-paste boolean strings (with synonyms, must-haves, and exclusions), X-ray variants for LinkedIn/GitHub, and a refinement plan to widen or narrow the result set.
Write in-product onboarding copy that gets users to value fast. Use when asked to write onboarding copy, a welcome flow, product tour/tooltips, setup steps, or activation messaging. Produces the copy for an onboarding flow — welcome, the guided steps/tooltips toward the first win, progress and empty-to-active nudges, and a success moment — focused on the activation outcome, not a feature tour.
Write a buyer's offer cover letter to a seller to strengthen a real-estate bid. Use when asked to write a real-estate offer letter, a buyer's 'love letter' to a seller, an offer cover note, or to make a home offer stand out. Produces a warm, genuine letter — who the buyers are, why they love the home, the strength of their offer, and a respectful close — while avoiding fair-housing risk. Not the legal offer/contract; not legal advice.
Design a fair, consistent tenant screening process for a rental. Use when asked how to screen tenants, set rental criteria, evaluate rental applicants, or build a tenant screening process. Produces a screening framework — written objective criteria, the application & checks, a consistent evaluation method, and applicant communication — built to be fair and Fair-Housing-compliant. Not legal advice.
Drive a feature with a disciplined test-driven development loop — red, green, refactor. Use when implementing a feature or fixing a bug and you want tests to lead, or when asked to 'do this with TDD' / write the test first. Produces a step-by-step red-green-refactor plan: the failing test to write first, the minimal code to pass it, and the refactor — one small cycle at a time.
Build a talent sourcing strategy for a hard-to-fill role. Use when asked to create a sourcing strategy, a candidate sourcing plan, a channel plan for hiring, or to figure out where to find candidates for a role. Produces a strategy — the ideal-candidate profile and where they are, prioritised sourcing channels, outreach approach, a pipeline target with funnel math, and a weekly plan — so sourcing is deliberate, not just posting and praying.
Write a handoff summary so another agent or person (or a fresh session) can pick up the work with full context. Use when ending a work session, hitting a context limit, switching agents, or pausing a task mid-flight. Produces a structured handoff: what the goal is, what's done, the current state, what's next, and the gotchas — so no context is lost across the boundary.
Generate and evaluate names for a product, feature, or release. Use when asked to name a product/feature/company, brainstorm naming options, or choose between name candidates. Produces a shortlist of names across naming strategies, each with rationale, plus an evaluation against clear criteria (clarity, fit, memorability, availability checks to run) and a recommendation — not just a random list.
Explain a financial statement (P&L, balance sheet, or cash flow) in plain English. Use when asked to explain a P&L / income statement, a balance sheet, a cash flow statement, or to make financials understandable to a non-finance reader. Produces a plain-language walkthrough — what each section means, the line items that matter, the key ratios, and the story the numbers tell — so a non-accountant can read and act on it. Not financial advice.
Drive a feature with a disciplined test-driven development loop — red, green, refactor. Use when implementing a feature or fixing a bug and you want tests to lead, or when asked to 'do this with TDD' / write the test first. Produces a step-by-step red-green-refactor plan: the failing test to write first, the minimal code to pass it, and the refactor — one small cycle at a time.
Write a 'get started in 5 minutes' quickstart for a tool, library, or API. Use when asked to write a quickstart, getting-started guide, or onboarding docs for developers. Produces a copy-paste-friendly quickstart that takes a developer from zero to a first working result fast, with install, a minimal working example, and clear next steps.
Write a clear, well-structured README for a software project or open-source repo. Use when asked to write or improve a README, document a project, or make a repo approachable. Produces a complete README — one-line pitch, badges, quickstart, usage, install, contributing, license — that gets someone from landing to running fast.
Audit and optimize a marketplace listing (Amazon, Etsy, eBay, Walmart) to rank and convert. Use when asked to optimize an Amazon/Etsy listing, improve marketplace SEO, fix a product listing that isn't selling, or write keyword-rich titles and bullets. Produces a prioritised optimization — title, bullets, backend keywords, A+/description, images plan, and conversion fixes — mapped to how that marketplace ranks and shoppers decide.
Plan tests for an API endpoint or service — functional, negative, and contract. Use when asked to test an API, write API test cases, plan REST/GraphQL endpoint testing, or validate an API contract. Produces an API test plan — per-endpoint cases (status codes, schema, auth, validation, errors), boundary/negative cases, contract checks, and non-functional notes — so the API is verified beyond the happy 200.
Turn a requirement or user story into clear, executable test cases. Use when asked to write test cases, test scenarios, a test suite for a feature, or to derive tests from acceptance criteria. Produces structured test cases — preconditions, steps, test data, expected results — across happy path, edge cases, and negative cases, plus a coverage note, so a tester (or automation) can run them without guessing.
Analyze a rental / investment property's returns — cash flow, cap rate, cash-on-cash, ROI. Use when asked to analyze a rental property, evaluate a real-estate investment, run the numbers on an investment property, or compute cap rate / cash-on-cash. Produces an investment analysis — income and expenses, NOI, cap rate, monthly cash flow, cash-on-cash return, and a verdict against the investor's criteria — with formulas and a worked example. Not financial advice.
Write the small UI text that guides users — buttons, labels, tooltips, CTAs, confirmations. Use when asked to write microcopy, button/CTA text, form labels, tooltips, helper text, or to make UI wording clearer. Produces specific, action-oriented microcopy with options and rationale, matched to the moment and the product's voice — concise, scannable, and free of jargon.
Build a realistic personal monthly budget from someone's income and expenses. Use when asked to make a budget, plan monthly spending, allocate income, or get finances under control. Produces a categorized budget (a 50/30/20-style allocation tuned to their reality), a surplus/shortfall number, and concrete next moves. Educational, not regulated financial advice.
Plan an e-commerce category / collection page that ranks and merchandises well. Use when asked to design a category page, a PLP (product listing page), a collection page, or to improve category SEO and merchandising. Produces a brief — search intent & keywords, intro copy, merchandising/sort logic, filters & facets, internal links, and SEO/technical notes — so the page converts browsers and earns organic traffic.
Build a short-term (13-week) cash flow forecast to see if you can cover what's due. Use when asked to build a cash flow forecast, a 13-week cash flow, a cash projection, or to plan around a cash crunch. Produces a week-by-week forecast structure — opening cash, expected inflows, scheduled outflows, net movement, and closing/low-point — with the formulas and a worked example, plus the levers if cash goes tight. Not financial advice.
Write a conference talk proposal / CFP submission for a tech or developer conference. Use when asked to submit to a CFP, propose a talk, or write a session abstract. Produces a compelling title, abstract, audience takeaways, an outline, and the speaker pitch — tuned to what selection committees actually look for.
Write a CONTRIBUTING guide that helps people contribute to an open-source project without friction. Use when asked to write a CONTRIBUTING.md, set up contribution guidelines, or make a repo welcoming to contributors. Produces a clear guide: how to set up, the contribution workflow, standards, PR expectations, and how to get help — lowering the barrier to a first PR.
Write a clear company expense & reimbursement policy. Use when asked to write an expense policy, a reimbursement policy, a travel & expense (T&E) policy, or spending guidelines. Produces a practical policy — what's covered, limits by category, the approval and submission process, timelines, and what's not reimbursable — that's fair, easy to follow, and reduces finance back-and-forth. Not tax/legal advice.
Create a professional, complete invoice for a client or customer. Use when asked to write an invoice, create a bill, draft a freelance/contractor invoice, or set up an invoice template. Produces a clear invoice — your and the client's details, a unique number, line items with quantities/rates, subtotal/tax/total, payment terms and methods, and due date — ready to send and easy to pay. Not tax/legal advice.
Write in-product onboarding copy that gets users to value fast. Use when asked to write onboarding copy, a welcome flow, product tour/tooltips, setup steps, or activation messaging. Produces the copy for an onboarding flow — welcome, the guided steps/tooltips toward the first win, progress and empty-to-active nudges, and a success moment — focused on the activation outcome, not a feature tour.
Write a clear, fair returns, refunds & exchanges policy for an online store. Use when asked to write a return policy, refund/exchange policy, or store returns page. Produces a customer-friendly policy — window, conditions, process, refund method/timing, exceptions, and shipping — in plain language that reduces support tickets and builds trust. Not legal advice.
Diagram an interaction as a sequence of messages between participants over time. Use when asked to show an API flow, request/response, auth handshake, integration, or 'what calls what in what order'. Produces a ready-to-render Mermaid sequence diagram (renders live, exportable as PNG/SVG) plus notes on edge cases and failure paths.
Build a realistic personal monthly budget from someone's income and expenses. Use when asked to make a budget, plan monthly spending, allocate income, or get finances under control. Produces a categorized budget (a 50/30/20-style allocation tuned to their reality), a surplus/shortfall number, and concrete next moves. Educational, not regulated financial advice.
Decompose a north-star metric into a driver tree — the inputs and sub-inputs that actually move it — so a team knows which levers to pull. Use when asked to build a metric tree, break down a north-star metric, map metric drivers, or find the inputs behind an output metric. Produces a hierarchical tree from the top metric down to actionable input metrics, with the relationships, the highest-leverage levers, and what to instrument.
Set up a chart of accounts and rules for categorizing transactions. Use when asked how to categorize expenses/transactions, set up a chart of accounts, organize bookkeeping, or sort bank transactions into the right buckets. Produces a practical chart of accounts for the business, categorization rules with examples and edge cases, and a clean-books routine — so the books are consistent and ready for an accountant. Not tax/accounting advice.
Write a clear company expense & reimbursement policy. Use when asked to write an expense policy, a reimbursement policy, a travel & expense (T&E) policy, or spending guidelines. Produces a practical policy — what's covered, limits by category, the approval and submission process, timelines, and what's not reimbursable — that's fair, easy to follow, and reduces finance back-and-forth. Not tax/legal advice.
Build a short-term (13-week) cash flow forecast to see if you can cover what's due. Use when asked to build a cash flow forecast, a 13-week cash flow, a cash projection, or to plan around a cash crunch. Produces a week-by-week forecast structure — opening cash, expected inflows, scheduled outflows, net movement, and closing/low-point — with the formulas and a worked example, plus the levers if cash goes tight. Not financial advice.
Write a polite-but-firm payment-reminder / collections email sequence for overdue invoices. Use when asked to write a collections email, a payment reminder, a dunning sequence, or to chase an overdue invoice. Produces a staged sequence — gentle pre-due nudge through escalating overdue reminders to a final notice — that stays professional, keeps the relationship intact, and makes paying easy. Not legal advice.
Diagnose a bug systematically instead of guessing — reproduce, isolate, form hypotheses, and test them to root cause. Use when debugging, chasing a defect, an intermittent failure, or 'why is this happening?'. Produces a structured diagnosis: a reliable repro, the narrowed-down location, ranked hypotheses with how to test each, and the root cause + fix once found.
Structure a cohort analysis for retention, LTV, or behavioural patterns. Use when asked to run a cohort analysis, analyse retention by cohort, segment users by behaviour over time, or calculate lifetime value by acquisition period. Produces a complete cohort analysis framework with methodology, cohort definitions, retention curves, and prioritised interventions.
Transform a prioritised initiative list into a compelling strategic roadmap narrative. Use when asked to write a roadmap narrative, explain the product roadmap to non-technical stakeholders, connect roadmap items to company goals, or produce an exec-shareable roadmap story. Produces a themed narrative with strategic context, quarter progression arc, an executive summary, and a 'what's not on the roadmap' section.
Write a developer-audience launch post — Show HN, a Product Hunt blurb, a 'we shipped X' dev blog intro, or a launch tweet thread. Use when launching a tool, library, API, or open-source project to a technical audience. Produces a credible, hype-free post that leads with what it does and why it's different, plus title options and a comment-ready first reply.
Write a developer-audience launch post — Show HN, a Product Hunt blurb, a 'we shipped X' dev blog intro, or a launch tweet thread. Use when launching a tool, library, API, or open-source project to a technical audience. Produces a credible, hype-free post that leads with what it does and why it's different, plus title options and a comment-ready first reply.
Generate and evaluate names for a product, feature, or release. Use when asked to name a product/feature/company, brainstorm naming options, or choose between name candidates. Produces a shortlist of names across naming strategies, each with rationale, plus an evaluation against clear criteria (clarity, fit, memorability, availability checks to run) and a recommendation — not just a random list.
Generate structured-data (Schema.org / JSON-LD) markup to win rich results in search. Use when asked about schema markup, structured data, rich snippets, JSON-LD, or making a page eligible for stars/FAQ/breadcrumb results. Produces valid JSON-LD for the right schema type, the rich-result it targets, required vs. recommended fields, and validation/guideline notes.
Turn a savings goal into a month-by-month funding plan. Use when asked to save for something (emergency fund, house deposit, trip, big purchase), or to figure out how much to set aside each month. Produces the required monthly contribution, a timeline, milestones, and trade-offs if the target date is too aggressive. Educational, not regulated financial advice.
Write the right reply to a customer review — positive, negative, or mixed. Use when asked to respond to a review, reply to a bad/1-star review, handle online reviews, or write review-response templates. Produces tailored, on-brand responses that thank advocates, de-escalate and resolve complaints, and read well to the *future* shopper who's reading them — plus reusable templates.
Design and prioritize a regression test suite so changes don't break what worked. Use when asked to plan regression testing, build a regression suite, decide what to re-test after a change, or trim a bloated regression pack. Produces a risk-based regression plan — what to re-test and why, prioritised tiers (smoke → full), automation candidates, and a run strategy per release — so coverage matches risk and the suite stays fast.
Design a referral program that drives real word-of-mouth growth. Use when asked to build a referral or refer-a-friend program, create an incentive/reward structure, or turn happy users into a growth channel. Produces the incentive design (who gets what, when), the mechanics and trigger moment, fraud guardrails, and the unit-economics check — a program that pays back, not one that just burns budget.
Plan a safe, incremental refactor of messy code without changing behavior. Use when code needs restructuring, is hard to change, has grown tangled, or you want to clean it up before adding a feature. Produces a sequenced plan of small behavior-preserving steps, the safety net (tests/characterization) to add first, and the target structure — refactoring as a series of green commits, not a risky big-bang rewrite.
Write personalized candidate outreach that gets replies. Use when asked to write a recruiter InMail, a candidate outreach email, a sourcing message, or a follow-up sequence. Produces a short, personalized first message (hook tied to the candidate, the role's appeal, a low-friction ask) plus a 2–3 step follow-up sequence — honest and candidate-respectful, not spammy.
Write a clear, well-structured README for a software project or open-source repo. Use when asked to write or improve a README, document a project, or make a repo approachable. Produces a complete README — one-line pitch, badges, quickstart, usage, install, contributing, license — that gets someone from landing to running fast.
Produce a QA release sign-off / go-no-go readiness report. Use when asked for a release sign-off, a go/no-go QA report, release readiness, or a test summary before shipping. Produces a sign-off — what was tested and the results, open defects by severity, coverage and residual risk, the go/no-go recommendation with conditions, and a rollback note — so the release decision is evidence-based, not a vibe.
Write a compelling, accurate real-estate listing description. Use when asked to write a property listing, an MLS/Zillow description, a real-estate listing, or to make a property description more appealing. Produces a listing — a hook headline, a flowing description that sells the lifestyle and key features, a highlights list, and neighbourhood notes — accurate and Fair-Housing-compliant. Not legal advice.
Analyze a rental / investment property's returns — cash flow, cap rate, cash-on-cash, ROI. Use when asked to analyze a rental property, evaluate a real-estate investment, run the numbers on an investment property, or compute cap rate / cash-on-cash. Produces an investment analysis — income and expenses, NOI, cap rate, monthly cash flow, cash-on-cash return, and a verdict against the investor's criteria — with formulas and a worked example. Not financial advice.
Plan a sale or promotion that drives revenue without wrecking margin. Use when asked to plan a promotion, a discount/sale campaign, a BFCM/holiday promo, or a product launch offer. Produces a promo plan — objective, the offer mechanic, margin math, audience & channels, timing, messaging, and how you'll measure it — so the discount is a strategy, not a reflex.
Plan a programmatic SEO strategy — generate many ranking pages from a data set and a template. Use when asked about pSEO, scaling content with templates/data, building [X] for [Y] pages, or capturing long-tail search at scale. Produces the head-term + modifier model, the page template and data schema, a quality/thin-content guardrail, and an indexation plan — pages worth ranking, not doorway spam.
Write personalized candidate outreach that gets replies. Use when asked to write a recruiter InMail, a candidate outreach email, a sourcing message, or a follow-up sequence. Produces a short, personalized first message (hook tied to the candidate, the role's appeal, a low-friction ask) plus a 2–3 step follow-up sequence — honest and candidate-respectful, not spammy.
Write a product description / listing that sells and ranks. Use when asked to write a product description, e-commerce listing copy, a product page, or to rewrite a flat product blurb. Produces benefit-led listing copy — a hook, scannable feature→benefit bullets, specs, an SEO-aware title and keywords, and trust/again-objection elements — tuned to the buyer and channel.
Write a clear pull-request description that gets reviewed fast and merged with confidence. Use when opening a PR, summarizing a change for review, or asked to write a PR/merge-request description. Produces a structured PR: what changed and why, how it was tested, risk and rollout, and a focused reviewer guide — so the reviewer understands intent before reading a single diff line.
Design or optimize a paywall / upgrade screen to convert free users to paid without killing trust. Use when asked to improve a paywall, upgrade prompt, or free-to-paid conversion, or to decide what to gate. Produces the gating strategy (what's free vs. paid and why), the paywall placement and moment, the screen's copy and plan layout, and the metrics to watch — conversion that respects the user.
Plan and promote an open house that draws buyers and generates leads. Use when asked to plan an open house, market an open house, or create an open-house checklist. Produces a plan — timing and promotion across channels, prep and staging checklist, a day-of run sheet, lead capture, and follow-up — so the event drives real interest and the agent leaves with leads, not just foot traffic.
Produce a personal net-worth statement — assets minus liabilities — and a way to track it. Use when asked to calculate net worth, summarize finances, or set up net-worth tracking. Produces a categorized assets/liabilities statement, the net-worth figure, liquidity and debt ratios, and a tracking cadence. Educational, not regulated financial advice.
Draft a job offer — the written offer letter and a verbal-offer script. Use when asked to write an offer letter, a job offer, an employment offer, or to prepare to extend/verbal an offer to a candidate. Produces a clear, warm offer letter (role, comp, start, key terms, contingencies, acceptance) plus a verbal-offer call script — flagging that employment terms need HR/legal review. Not legal advice.
Build a talent sourcing strategy for a hard-to-fill role. Use when asked to create a sourcing strategy, a candidate sourcing plan, a channel plan for hiring, or to figure out where to find candidates for a role. Produces a strategy — the ideal-candidate profile and where they are, prioritised sourcing channels, outreach approach, a pipeline target with funnel math, and a weekly plan — so sourcing is deliberate, not just posting and praying.
Design and prioritize a regression test suite so changes don't break what worked. Use when asked to plan regression testing, build a regression suite, decide what to re-test after a change, or trim a bloated regression pack. Produces a risk-based regression plan — what to re-test and why, prioritised tiers (smoke → full), automation candidates, and a run strategy per release — so coverage matches risk and the suite stays fast.
Decompose a north-star metric into a driver tree — the inputs and sub-inputs that actually move it — so a team knows which levers to pull. Use when asked to build a metric tree, break down a north-star metric, map metric drivers, or find the inputs behind an output metric. Produces a hierarchical tree from the top metric down to actionable input metrics, with the relationships, the highest-leverage levers, and what to instrument.
Audit and optimize a marketplace listing (Amazon, Etsy, eBay, Walmart) to rank and convert. Use when asked to optimize an Amazon/Etsy listing, improve marketplace SEO, fix a product listing that isn't selling, or write keyword-rich titles and bullets. Produces a prioritised optimization — title, bullets, backend keywords, A+/description, images plan, and conversion fixes — mapped to how that marketplace ranks and shoppers decide.
Apply behavioral-psychology principles to a marketing asset or decision — ethically. Use when asked to make copy/a page/an offer more persuasive, apply psychological triggers, reduce friction, or understand why something does/doesn't convert. Produces the relevant principles (social proof, scarcity, anchoring, loss aversion, etc.), how to apply each to the specific asset, and a line on staying ethical (no dark patterns).
Draft a personal investing policy statement (IPS) — the rules someone sets for their own investing. Use when asked to define an investment strategy, set a target asset allocation, or write rules to avoid panic-driven decisions. Produces a structured IPS: goals, risk tolerance, target allocation, contribution & rebalancing rules, and what NOT to do. Educational, not regulated financial advice.
Build a structured, role-specific interview question bank with what good answers look like. Use when asked to create interview questions, an interview guide, a structured interview kit, or competency-based questions for a role. Produces questions mapped to the competencies that matter — behavioral (STAR), role/technical, and values — each with what a strong vs. weak answer shows and follow-up probes, for fair, consistent interviews.
Explain a financial statement (P&L, balance sheet, or cash flow) in plain English. Use when asked to explain a P&L / income statement, a balance sheet, a cash flow statement, or to make financials understandable to a non-finance reader. Produces a plain-language walkthrough — what each section means, the line items that matter, the key ratios, and the story the numbers tell — so a non-accountant can read and act on it. Not financial advice.
Write session-based exploratory testing charters to find what scripted tests miss. Use when asked to plan exploratory testing, write a test charter, design a testing session, or do risk-based exploration of a feature. Produces focused charters — a mission, areas/risks to explore, tactics and oracles, and timeboxed sessions — so exploration is purposeful and accountable, not random clicking.
Build a structured, role-specific interview question bank with what good answers look like. Use when asked to create interview questions, an interview guide, a structured interview kit, or competency-based questions for a role. Produces questions mapped to the competencies that matter — behavioral (STAR), role/technical, and values — each with what a strong vs. weak answer shows and follow-up probes, for fair, consistent interviews.
Audit spending to find leaks — recurring subscriptions, creep, and cuttable costs — ranked by impact. Use when asked to cut expenses, review subscriptions, find where money is going, or free up cash. Produces a categorized spend breakdown, a ranked list of cuts with dollar amounts, and the annualized savings. Educational, not regulated financial advice.
Write a 'get started in 5 minutes' quickstart for a tool, library, or API. Use when asked to write a quickstart, getting-started guide, or onboarding docs for developers. Produces a copy-paste-friendly quickstart that takes a developer from zero to a first working result fast, with install, a minimal working example, and clear next steps.
Build a debt-payoff plan across multiple debts using the avalanche or snowball method. Use when asked to pay off debt, tackle credit cards/loans, or choose between avalanche and snowball. Produces an ordered payoff schedule, the total interest and time for each method, and a clear recommendation. Educational, not regulated financial advice.
Write a polite-but-firm payment-reminder / collections email sequence for overdue invoices. Use when asked to write a collections email, a payment reminder, a dunning sequence, or to chase an overdue invoice. Produces a staged sequence — gentle pre-due nudge through escalating overdue reminders to a final notice — that stays professional, keeps the relationship intact, and makes paying easy. Not legal advice.
Build a comparative market analysis (CMA) to price a property. Use when asked to do a CMA, a comparative market analysis, price a home, or estimate a property's value from comparables. Produces a structured CMA — the subject property, selected comparables with adjustments, an estimated value range, market context, and a pricing recommendation with rationale — for a real-estate professional to review. Not a formal appraisal.
Structure a cohort analysis for retention, LTV, or behavioural patterns. Use when asked to run a cohort analysis, analyse retention by cohort, segment users by behaviour over time, or calculate lifetime value by acquisition period. Produces a complete cohort analysis framework with methodology, cohort definitions, retention curves, and prioritised interventions.
Review a pull request or diff like a thoughtful senior engineer — prioritized, kind, and focused on what matters. Use when reviewing code, giving PR feedback, or asked to 'review this change'. Produces a structured review: a correctness/design pass, comments ranked by severity (blocking → nit), what's done well, and a clear approve / request-changes call — feedback that improves the code and the author.
Plan a co-marketing partnership — two brands reaching each other's audiences for mutual gain. Use when asked to plan a partnership, joint campaign, co-branded content/webinar, integration launch, or partner outreach. Produces the partner fit rationale, a fair value exchange, the joint campaign plan, the partner pitch, and how success is split and measured.
Turn interview notes into a structured candidate scorecard and hire recommendation. Use when asked to write an interview scorecard, a candidate evaluation, an interview debrief, or to summarize feedback into a hire/no-hire call. Produces a per-competency assessment with evidence and ratings, an overall recommendation with confidence, and the open questions for the next round — evidence-based, bias-aware, and decision-ready.
Write a clear, reproducible bug report that gets fixed fast. Use when asked to write a bug report, file a defect, report an issue, or turn 'it's broken' into an actionable ticket. Produces a structured report — a precise title, steps to reproduce, expected vs. actual, environment, severity/priority, and evidence — so a developer can reproduce and fix it without a back-and-forth.
Diagnose a bug systematically instead of guessing — reproduce, isolate, form hypotheses, and test them to root cause. Use when debugging, chasing a defect, an intermittent failure, or 'why is this happening?'. Produces a structured diagnosis: a reliable repro, the narrowed-down location, ranked hypotheses with how to test each, and the root cause + fix once found.
Interview the user with sharp, one-at-a-time questions to turn a vague request into a tight, complete brief any other skill can run on. Use when a request is fuzzy, under-specified, or 'help me think this through', or before running a skill that needs inputs the user hasn't given. Produces a structured brief (goal, audience, constraints, success criteria) and hands off to the right skill — by interrogating, not guessing.
Turn interview notes into a structured candidate scorecard and hire recommendation. Use when asked to write an interview scorecard, a candidate evaluation, an interview debrief, or to summarize feedback into a hire/no-hire call. Produces a per-competency assessment with evidence and ratings, an overall recommendation with confidence, and the open questions for the next round — evidence-based, bias-aware, and decision-ready.
Draft a job offer — the written offer letter and a verbal-offer script. Use when asked to write an offer letter, a job offer, an employment offer, or to prepare to extend/verbal an offer to a candidate. Produces a clear, warm offer letter (role, comp, start, key terms, contingencies, acceptance) plus a verbal-offer call script — flagging that employment terms need HR/legal review. Not legal advice.
Set up a chart of accounts and rules for categorizing transactions. Use when asked how to categorize expenses/transactions, set up a chart of accounts, organize bookkeeping, or sort bank transactions into the right buckets. Produces a practical chart of accounts for the business, categorization rules with examples and edge cases, and a clean-books routine — so the books are consistent and ready for an accountant. Not tax/accounting advice.
Plan tests for an API endpoint or service — functional, negative, and contract. Use when asked to test an API, write API test cases, plan REST/GraphQL endpoint testing, or validate an API contract. Produces an API test plan — per-endpoint cases (status codes, schema, auth, validation, errors), boundary/negative cases, contract checks, and non-functional notes — so the API is verified beyond the happy 200.
Design a fair, consistent tenant screening process for a rental. Use when asked how to screen tenants, set rental criteria, evaluate rental applicants, or build a tenant screening process. Produces a screening framework — written objective criteria, the application & checks, a consistent evaluation method, and applicant communication — built to be fair and Fair-Housing-compliant. Not legal advice.
Write a compelling, accurate real-estate listing description. Use when asked to write a property listing, an MLS/Zillow description, a real-estate listing, or to make a property description more appealing. Produces a listing — a hook headline, a flowing description that sells the lifestyle and key features, a highlights list, and neighbourhood notes — accurate and Fair-Housing-compliant. Not legal advice.
Build a comparative market analysis (CMA) to price a property. Use when asked to do a CMA, a comparative market analysis, price a home, or estimate a property's value from comparables. Produces a structured CMA — the subject property, selected comparables with adjustments, an estimated value range, market context, and a pricing recommendation with rationale — for a real-estate professional to review. Not a formal appraisal.
Draft a personal investing policy statement (IPS) — the rules someone sets for their own investing. Use when asked to define an investment strategy, set a target asset allocation, or write rules to avoid panic-driven decisions. Produces a structured IPS: goals, risk tolerance, target allocation, contribution & rebalancing rules, and what NOT to do. Educational, not regulated financial advice.
Plan and promote an open house that draws buyers and generates leads. Use when asked to plan an open house, market an open house, or create an open-house checklist. Produces a plan — timing and promotion across channels, prep and staging checklist, a day-of run sheet, lead capture, and follow-up — so the event drives real interest and the agent leaves with leads, not just foot traffic.
Audit spending to find leaks — recurring subscriptions, creep, and cuttable costs — ranked by impact. Use when asked to cut expenses, review subscriptions, find where money is going, or free up cash. Produces a categorized spend breakdown, a ranked list of cuts with dollar amounts, and the annualized savings. Educational, not regulated financial advice.
Produce a QA release sign-off / go-no-go readiness report. Use when asked for a release sign-off, a go/no-go QA report, release readiness, or a test summary before shipping. Produces a sign-off — what was tested and the results, open defects by severity, coverage and residual risk, the go/no-go recommendation with conditions, and a rollback note — so the release decision is evidence-based, not a vibe.
Apply behavioral-psychology principles to a marketing asset or decision — ethically. Use when asked to make copy/a page/an offer more persuasive, apply psychological triggers, reduce friction, or understand why something does/doesn't convert. Produces the relevant principles (social proof, scarcity, anchoring, loss aversion, etc.), how to apply each to the specific asset, and a line on staying ethical (no dark patterns).
Build boolean and X-ray search strings to source candidates. Use when asked to build a boolean search, source candidates on LinkedIn/Google, write an X-ray search, or find people with specific skills. Produces ready-to-paste boolean strings (with synonyms, must-haves, and exclusions), X-ray variants for LinkedIn/GitHub, and a refinement plan to widen or narrow the result set.
Build a debt-payoff plan across multiple debts using the avalanche or snowball method. Use when asked to pay off debt, tackle credit cards/loans, or choose between avalanche and snowball. Produces an ordered payoff schedule, the total interest and time for each method, and a clear recommendation. Educational, not regulated financial advice.
Write a clear, reproducible bug report that gets fixed fast. Use when asked to write a bug report, file a defect, report an issue, or turn 'it's broken' into an actionable ticket. Produces a structured report — a precise title, steps to reproduce, expected vs. actual, environment, severity/priority, and evidence — so a developer can reproduce and fix it without a back-and-forth.
Write session-based exploratory testing charters to find what scripted tests miss. Use when asked to plan exploratory testing, write a test charter, design a testing session, or do risk-based exploration of a feature. Produces focused charters — a mission, areas/risks to explore, tactics and oracles, and timeboxed sessions — so exploration is purposeful and accountable, not random clicking.
Write a clear, fair returns, refunds & exchanges policy for an online store. Use when asked to write a return policy, refund/exchange policy, or store returns page. Produces a customer-friendly policy — window, conditions, process, refund method/timing, exceptions, and shipping — in plain language that reduces support tickets and builds trust. Not legal advice.
Transform a prioritised initiative list into a compelling strategic roadmap narrative. Use when asked to write a roadmap narrative, explain the product roadmap to non-technical stakeholders, connect roadmap items to company goals, or produce an exec-shareable roadmap story. Produces a themed narrative with strategic context, quarter progression arc, an executive summary, and a 'what's not on the roadmap' section.
Write a product description / listing that sells and ranks. Use when asked to write a product description, e-commerce listing copy, a product page, or to rewrite a flat product blurb. Produces benefit-led listing copy — a hook, scannable feature→benefit bullets, specs, an SEO-aware title and keywords, and trust/again-objection elements — tuned to the buyer and channel.
Design a referral program that drives real word-of-mouth growth. Use when asked to build a referral or refer-a-friend program, create an incentive/reward structure, or turn happy users into a growth channel. Produces the incentive design (who gets what, when), the mechanics and trigger moment, fraud guardrails, and the unit-economics check — a program that pays back, not one that just burns budget.
Turn a savings goal into a month-by-month funding plan. Use when asked to save for something (emergency fund, house deposit, trip, big purchase), or to figure out how much to set aside each month. Produces the required monthly contribution, a timeline, milestones, and trade-offs if the target date is too aggressive. Educational, not regulated financial advice.
Produce a personal net-worth statement — assets minus liabilities — and a way to track it. Use when asked to calculate net worth, summarize finances, or set up net-worth tracking. Produces a categorized assets/liabilities statement, the net-worth figure, liquidity and debt ratios, and a tracking cadence. Educational, not regulated financial advice.
Plan an e-commerce category / collection page that ranks and merchandises well. Use when asked to design a category page, a PLP (product listing page), a collection page, or to improve category SEO and merchandising. Produces a brief — search intent & keywords, intro copy, merchandising/sort logic, filters & facets, internal links, and SEO/technical notes — so the page converts browsers and earns organic traffic.
Pull the single most shareable quote out of a testimonial, review, interview, or long text and format it as a clean quote card. Use when asked to make a pull-quote, testimonial graphic, or 'quote card' for social/marketing. Produces a tightly-edited quote with attribution and 2-3 alternates, structured to look great exported as a PNG from the playground.
Write clear customer-facing outage and service-disruption notifications. Use when asked to write an outage notice, a status-page update, a service-disruption email, a maintenance notice, or an incident update sequence. Produces status-page updates for each phase (investigating → identified → monitoring → resolved), a customer email, and a resolved/post-incident summary, in plain, reassuring language.
Build a crisis communications plan to respond fast and credibly when something goes wrong. Use when asked to handle a PR crisis, draft a crisis comms plan, respond to a public backlash/scandal/incident, or prepare holding statements. Produces a crisis comms plan — situation assessment, stakeholder map, a message house, channel-by-channel statements, a holding statement, an internal brief, and a follow-up timeline.
Write a sincere, effective apology to a customer, group, or the public. Use when asked to write an apology, say sorry to a customer or community, make amends after a mistake, or respond to a complaint with an apology. Produces a genuine apology — acknowledgement, taking responsibility, empathy for the impact, the concrete fix and prevention, and an offer to make it right — in the right tone, without excuses or non-apologies.
Draft a clinical trial protocol synopsis with the elements regulators and IRBs expect. Use when asked to write a clinical trial protocol, a study protocol synopsis, a trial design, or to structure endpoints/eligibility/statistics for an interventional study. Produces a structured protocol synopsis — objectives, design, population with eligibility, interventions, endpoints, statistics, and safety/ethics — for expert review. (For non-clinical/UX research, use research-protocol.)
Plan and write the communications for a layoff or restructure with clarity and dignity. Use when asked to communicate a layoff, write a RIF/redundancy announcement, prepare manager talking points for letting people go, or plan workforce-reduction comms. Produces a comms package — sequencing plan, the all-hands/company message, the affected-employee message, a manager guide with talking points, a staying-team message, and an external/press holding line.
Write a letter to dispute an incorrect charge, bill, or record. Use when asked to dispute a credit-card charge, contest a bill or invoice, challenge a credit-report error, or formally dispute a fee. Produces a clear dispute letter — what's being disputed, why it's wrong, the evidence, and the correction requested — in the firm, paper-trail tone these situations need.
Write a clear insurance claim letter or appeal that supports a payout. Use when asked to write an insurance claim, file a claim letter, document a loss for insurance, or appeal a denied claim. Produces a structured claim — policy and incident details, the documented loss, the amount claimed, and the evidence — or an appeal that rebuts the denial reason, ready to submit.
Write a firm, effective complaint letter that gets a resolution. Use when asked to write a complaint letter, complain to a company about a product/service, escalate poor service, or demand a refund/replacement. Produces a structured complaint — the facts, the impact, the specific resolution you want, and a deadline — in a firm, professional tone that's hard to ignore and easy to act on.
Build a crisis communications plan to respond fast and credibly when something goes wrong. Use when asked to handle a PR crisis, draft a crisis comms plan, respond to a public backlash/scandal/incident, or prepare holding statements. Produces a crisis comms plan — situation assessment, stakeholder map, a message house, channel-by-channel statements, a holding statement, an internal brief, and a follow-up timeline.
Write a credible, specific letter of recommendation or reference. Use when asked to write a reference letter, a letter of recommendation, a character reference, or to recommend someone for a job, school, or tenancy. Produces a structured reference — your relationship, specific evidence of their strengths, a comparative endorsement, and a clear recommendation — tailored to what the reader is deciding.
Write a persuasive prior-authorization / medical-necessity letter to an insurer. Use when asked to write a prior authorization letter, a letter of medical necessity, or to appeal a denied treatment/medication/procedure. Produces a structured letter — patient and request, clinical justification tied to guidelines, treatments tried, and the specific approval asked for — ready for clinician review and signature.
Review an LLM agent design and find where it will be unreliable, expensive, or unsafe. Use when asked to review an agent architecture, critique a multi-step/tool-using agent, debug an agent that loops or goes off-task, or harden an agent before launch. Produces a structured review — task fit, control flow, tools, memory/context, failure handling, cost, and safety — with prioritised findings and fixes.
Write a standout rental application / cover letter to a landlord or letting agent. Use when asked to write a rental application, a letter to a landlord, a renter cover letter, or to strengthen an application for a competitive rental. Produces a concise renter profile and cover letter — who you are, why you're a reliable tenant, your evidence, and a clear ask — that helps a landlord choose you.
Structure a clinical encounter into a clean SOAP note. Use when asked to write a SOAP note, document a patient encounter, turn visit notes into clinical documentation, or structure subjective/objective/assessment/plan. Produces a well-organised SOAP note — Subjective, Objective, Assessment (with differential), and Plan — from the provided encounter details, in standard clinical-documentation style.
Write a compelling nonprofit impact or annual report that shows donors what their money achieved. Use when asked to write an impact report, an annual report, a grant outcomes report, or to report results to funders/donors. Produces a structured report — mission and year in brief, outcomes with real numbers and a beneficiary story, financials at a glance, and a forward ask — that builds trust and renews giving.
Write a fundraising case for support that makes donors want to give. Use when asked to write a case for support, a fundraising case statement, a major-gift or campaign case, or the core argument for a donation appeal. Produces a persuasive case — the need, your solution and why you, the impact a gift makes, specific funding opportunities with amounts, and a clear ask — donor-centred, not org-centred.
Write or translate subtitles/captions that respect reading speed and timing rules. Use when asked to write subtitles, captions, SRT/VTT content, or to translate subtitles for a video. Produces properly-formatted, readable subtitles — line-length and reading-speed compliant, well-segmented, with translation that fits the time available, plus SDH/caption guidance where relevant.
Review a vendor/SaaS contract against a practical checklist before you sign. Use when asked to review a vendor contract, check a SaaS/MSA/subscription agreement, flag risky terms, or prepare negotiation points before signing. Produces a structured review — key terms extracted, a risk-flagged checklist (commercial, legal, security, exit), questions to ask, and prioritised negotiation points. Not legal advice.
Transcreate marketing/brand copy for another language and culture — recreate the impact, not the words. Use when asked to adapt a tagline, ad, slogan, campaign, or brand message for a new market, or when a translation is 'correct but flat'. Produces a transcreated version that lands emotionally in-culture, with the strategic rationale, 2-3 options, and notes on what was changed and why.
Build a translation/terminology glossary so a product's key terms render consistently everywhere. Use when asked to create a glossary, a termbase, a do-not-translate list, or to keep terminology consistent across translators/locales. Produces a glossary — each source term with its approved translation per locale, part of speech, definition/context, and do-not-translate flags — ready for a CAT tool or style guide.
Write a short, punchy announcement designed to be shared as an image or social card. Use when asked to announce a launch, milestone, feature, hire, funding, or win — something to post on LinkedIn/X/Slack. Produces a tight, visually-structured announcement (headline, one-liner, 2-3 proof points, CTA) that looks great exported as a PNG card from the playground.
Review an LLM agent design and find where it will be unreliable, expensive, or unsafe. Use when asked to review an agent architecture, critique a multi-step/tool-using agent, debug an agent that loops or goes off-task, or harden an agent before launch. Produces a structured review — task fit, control flow, tools, memory/context, failure handling, cost, and safety — with prioritised findings and fixes.
Write a short, punchy announcement designed to be shared as an image or social card. Use when asked to announce a launch, milestone, feature, hire, funding, or win — something to post on LinkedIn/X/Slack. Produces a tight, visually-structured announcement (headline, one-liner, 2-3 proof points, CTA) that looks great exported as a PNG card from the playground.
Write a sincere, effective apology to a customer, group, or the public. Use when asked to write an apology, say sorry to a customer or community, make amends after a mistake, or respond to a complaint with an apology. Produces a genuine apology — acknowledgement, taking responsibility, empathy for the impact, the concrete fix and prevention, and an offer to make it right — in the right tone, without excuses or non-apologies.
Write a clear Request for Proposal that gets comparable, high-quality vendor bids. Use when asked to write an RFP, a request for proposal/quote/tender, or to solicit and compare vendor proposals. Produces a complete RFP — background, scope of work, requirements, evaluation criteria with weights, submission instructions, and timeline — structured so responses are easy to compare apples-to-apples.
Write a fundraising case for support that makes donors want to give. Use when asked to write a case for support, a fundraising case statement, a major-gift or campaign case, or the core argument for a donation appeal. Produces a persuasive case — the need, your solution and why you, the impact a gift makes, specific funding opportunities with amounts, and a clear ask — donor-centred, not org-centred.
Turn numbers into a chart — bar, line, area, pie, or doughnut. Use when asked to chart or graph data, visualize metrics/trends/breakdowns, or show numbers as a picture instead of a table. Produces a ready-to-render chart spec (renders live in the playground and exports as PNG) plus a one-line read of what the chart shows.
Draft a clinical trial protocol synopsis with the elements regulators and IRBs expect. Use when asked to write a clinical trial protocol, a study protocol synopsis, a trial design, or to structure endpoints/eligibility/statistics for an interventional study. Produces a structured protocol synopsis — objectives, design, population with eligibility, interventions, endpoints, statistics, and safety/ethics — for expert review. (For non-clinical/UX research, use research-protocol.)
Write a firm, effective complaint letter that gets a resolution. Use when asked to write a complaint letter, complain to a company about a product/service, escalate poor service, or demand a refund/replacement. Produces a structured complaint — the facts, the impact, the specific resolution you want, and a deadline — in a firm, professional tone that's hard to ignore and easy to act on.
Write clear customer-facing outage and service-disruption notifications. Use when asked to write an outage notice, a status-page update, a service-disruption email, a maintenance notice, or an incident update sequence. Produces status-page updates for each phase (investigating → identified → monitoring → resolved), a customer email, and a resolved/post-incident summary, in plain, reassuring language.
Write a letter to dispute an incorrect charge, bill, or record. Use when asked to dispute a credit-card charge, contest a bill or invoice, challenge a credit-report error, or formally dispute a fee. Produces a clear dispute letter — what's being disputed, why it's wrong, the evidence, and the correction requested — in the firm, paper-trail tone these situations need.
Turn a hospital stay into a complete, well-structured discharge summary. Use when asked to write a discharge summary, a hospital discharge note, or to document a patient's admission-to-discharge course for handoff. Produces a standard discharge summary — admission reason, hospital course, diagnoses, procedures, discharge medications, condition, and follow-up/return precautions — from the provided details.
Diagram a system or technical architecture — services, data stores, and how they connect. Use when asked to draw an architecture, show how components fit together, map a system/data flow, or visualize services and dependencies. Produces a ready-to-render Mermaid diagram with grouped subgraphs (renders live, exportable as PNG/SVG) plus a component legend and notes.
Write a warm donor update or stewardship message that makes a supporter feel their gift mattered. Use when asked to write a donor update, a thank-you/stewardship email, a supporter newsletter, or a gift acknowledgement. Produces a donor-centred update — sincere thanks, the specific impact of their support, a brief story, and a light, optional next step — that strengthens the relationship and sets up the next gift.
Design a scoring rubric and LLM-as-judge prompt to evaluate the quality of an AI feature's output. Use when asked to create an eval rubric, define quality dimensions, build an LLM judge, or decide how to measure whether AI output is good. Produces a rubric with weighted dimensions and concrete 1–5 anchors, a ready-to-run judge prompt, a labelling guide, and notes on judge reliability.
Build a translation/terminology glossary so a product's key terms render consistently everywhere. Use when asked to create a glossary, a termbase, a do-not-translate list, or to keep terminology consistent across translators/locales. Produces a glossary — each source term with its approved translation per locale, part of speech, definition/context, and do-not-translate flags — ready for a CAT tool or style guide.
Review a product/codebase for internationalization readiness before you localize. Use when asked if a product is ready to localize, to review i18n readiness, find hard-coded strings/locale bugs, or prep for going multilingual. Produces a readiness audit — externalized strings, locale-aware formatting, layout/expansion, encoding/RTL, and a prioritised list of i18n fixes to make before translation starts.
Write a compelling nonprofit impact or annual report that shows donors what their money achieved. Use when asked to write an impact report, an annual report, a grant outcomes report, or to report results to funders/donors. Produces a structured report — mission and year in brief, outcomes with real numbers and a beneficiary story, financials at a glance, and a forward ask — that builds trust and renews giving.
Write a single clear, honest public statement about an incident. Use when asked to draft a public statement, a press statement, or an official response to a security breach, outage, data incident, recall, or public controversy. Produces a ready-to-publish statement — acknowledgement, what happened, impact, what you're doing, what affected people should do, and a commitment to update — plus a short and a long version.
Write a clear insurance claim letter or appeal that supports a payout. Use when asked to write an insurance claim, file a claim letter, document a loss for insurance, or appeal a denied claim. Produces a structured claim — policy and incident details, the documented loss, the amount claimed, and the evidence — or an appeal that rebuts the denial reason, ready to submit.
Specify the safety and reliability guardrails for an LLM feature before it ships. Use when asked to define LLM guardrails, add safety controls to an AI feature, prevent prompt injection or jailbreaks, or harden a chatbot/agent against misuse. Produces a guardrails spec — threats, input/output controls, refusal and escalation policy, logging, and a red-team test set — mapped to where each control runs.
Translate text professionally — preserving tone, register, and meaning, not word-for-word. Use when asked to translate a document, email, or content between languages, or to improve a literal/machine translation. Produces a natural, register-appropriate translation plus translator's notes on choices, untranslatable terms, and anything that needs localization rather than translation.
Choose the right LLM for a task by trading off quality, cost, latency, and constraints. Use when asked which model to use, whether to upgrade/downgrade a model, how to cut LLM costs without hurting quality, or to justify a model choice. Produces a recommendation with the decision criteria, a per-option comparison, a routing strategy (cheap-by-default, escalate when needed), and how to validate the choice with an eval.
Write a persuasive prior-authorization / medical-necessity letter to an insurer. Use when asked to write a prior authorization letter, a letter of medical necessity, or to appeal a denied treatment/medication/procedure. Produces a structured letter — patient and request, clinical justification tied to guidelines, treatments tried, and the specific approval asked for — ready for clinician review and signature.
Diagnose and rewrite an underperforming LLM prompt so it produces reliable, well-structured output. Use when asked to improve a prompt, fix a prompt that gives inconsistent or wrong results, reduce hallucination/refusals, or make output follow a format. Produces a rewritten prompt with a diagnosis of what was failing, the specific changes and why, and a small test set to verify the fix.
Pull the single most shareable quote out of a testimonial, review, interview, or long text and format it as a clean quote card. Use when asked to make a pull-quote, testimonial graphic, or 'quote card' for social/marketing. Produces a tightly-edited quote with attribution and 2-3 alternates, structured to look great exported as a PNG from the playground.
Review an existing Retrieval-Augmented Generation system and find why it underperforms. Use when asked to review or audit a RAG pipeline, diagnose wrong/ungrounded answers from a 'chat with your docs' feature, or improve an already-built knowledge assistant. Produces a staged review — ingestion, chunking, retrieval, reranking, generation, evaluation — with prioritised findings, root causes, and concrete fixes.
Write a credible, specific letter of recommendation or reference. Use when asked to write a reference letter, a letter of recommendation, a character reference, or to recommend someone for a job, school, or tenancy. Produces a structured reference — your relationship, specific evidence of their strengths, a comparative endorsement, and a clear recommendation — tailored to what the reader is deciding.
Write a standout rental application / cover letter to a landlord or letting agent. Use when asked to write a rental application, a letter to a landlord, a renter cover letter, or to strengthen an application for a competitive rental. Produces a concise renter profile and cover letter — who you are, why you're a reliable tenant, your evidence, and a clear ask — that helps a landlord choose you.
Turn a data model into an entity-relationship (ER) diagram. Use when asked to design a schema, model data, show how tables/entities relate, or diagram a database. Produces a ready-to-render Mermaid ER diagram (renders live, exportable as PNG/SVG) plus key attributes, cardinality, and design notes.
Write a clear Request for Proposal that gets comparable, high-quality vendor bids. Use when asked to write an RFP, a request for proposal/quote/tender, or to solicit and compare vendor proposals. Produces a complete RFP — background, scope of work, requirements, evaluation criteria with weights, submission instructions, and timeline — structured so responses are easy to compare apples-to-apples.
Structure a clinical encounter into a clean SOAP note. Use when asked to write a SOAP note, document a patient encounter, turn visit notes into clinical documentation, or structure subjective/objective/assessment/plan. Produces a well-organised SOAP note — Subjective, Objective, Assessment (with differential), and Plan — from the provided encounter details, in standard clinical-documentation style.
Write or translate subtitles/captions that respect reading speed and timing rules. Use when asked to write subtitles, captions, SRT/VTT content, or to translate subtitles for a video. Produces properly-formatted, readable subtitles — line-length and reading-speed compliant, well-segmented, with translation that fits the time available, plus SDH/caption guidance where relevant.
Transcreate marketing/brand copy for another language and culture — recreate the impact, not the words. Use when asked to adapt a tagline, ad, slogan, campaign, or brand message for a new market, or when a translation is 'correct but flat'. Produces a transcreated version that lands emotionally in-culture, with the strategic rationale, 2-3 options, and notes on what was changed and why.
Turn a plan or set of milestones into a timeline / Gantt chart. Use when asked to build a roadmap, schedule phases, show a project timeline, or visualize what happens when. Produces a ready-to-render Mermaid Gantt chart (renders live, exportable as PNG/SVG) — and, because it has real dates, the result also exports to a calendar (.ics) — plus notes on the critical path and risks.
Write a warm donor update or stewardship message that makes a supporter feel their gift mattered. Use when asked to write a donor update, a thank-you/stewardship email, a supporter newsletter, or a gift acknowledgement. Produces a donor-centred update — sincere thanks, the specific impact of their support, a brief story, and a light, optional next step — that strengthens the relationship and sets up the next gift.
Turn numbers into a chart — bar, line, area, pie, or doughnut. Use when asked to chart or graph data, visualize metrics/trends/breakdowns, or show numbers as a picture instead of a table. Produces a ready-to-render chart spec (renders live in the playground and exports as PNG) plus a one-line read of what the chart shows.
Plan the localization of a product/content for a new market — beyond translating the words. Use when asked to localize a product, plan market entry localization, prepare a localization brief, or figure out what to adapt for a new region. Produces a brief — target locales, what to translate vs. adapt vs. rebuild (UI, content, formats, imagery, payments, legal), priorities, and the risks/cultural pitfalls.
Turn a plan or set of milestones into a timeline / Gantt chart. Use when asked to build a roadmap, schedule phases, show a project timeline, or visualize what happens when. Produces a ready-to-render Mermaid Gantt chart (renders live, exportable as PNG/SVG) — and, because it has real dates, the result also exports to a calendar (.ics) — plus notes on the critical path and risks.
Map a user's journey through a product or experience, phase by phase, with their actions and how they feel. Use when asked to map a user/customer journey, show the experience end-to-end, or find friction and drop-off points. Produces a ready-to-render Mermaid journey diagram (renders live, exportable as PNG/SVG) plus the friction points and opportunities.
Turn a process, workflow, or decision logic into a clean flowchart. Use when asked to diagram a process, map a workflow, visualize steps/branches, or show 'how this works' as a chart. Produces a ready-to-render Mermaid flowchart (renders live in the playground, exportable as PNG/SVG) plus a short legend and the assumptions made.
Turn a process, workflow, or decision logic into a clean flowchart. Use when asked to diagram a process, map a workflow, visualize steps/branches, or show 'how this works' as a chart. Produces a ready-to-render Mermaid flowchart (renders live in the playground, exportable as PNG/SVG) plus a short legend and the assumptions made.
Diagram a system or technical architecture — services, data stores, and how they connect. Use when asked to draw an architecture, show how components fit together, map a system/data flow, or visualize services and dependencies. Produces a ready-to-render Mermaid diagram with grouped subgraphs (renders live, exportable as PNG/SVG) plus a component legend and notes.
Review an existing Retrieval-Augmented Generation system and find why it underperforms. Use when asked to review or audit a RAG pipeline, diagnose wrong/ungrounded answers from a 'chat with your docs' feature, or improve an already-built knowledge assistant. Produces a staged review — ingestion, chunking, retrieval, reranking, generation, evaluation — with prioritised findings, root causes, and concrete fixes.
Write a sharp, achievement-led resume/CV that passes ATS and earns the interview. Use when asked to write or rewrite a resume or CV, turn experience into a resume, or tailor a resume to a job. Produces a clean, single-column, ATS-friendly resume — summary, experience as quantified accomplishment bullets, skills, and education — ready to export as a designed PDF.
Map a user's journey through a product or experience, phase by phase, with their actions and how they feel. Use when asked to map a user/customer journey, show the experience end-to-end, or find friction and drop-off points. Produces a ready-to-render Mermaid journey diagram (renders live, exportable as PNG/SVG) plus the friction points and opportunities.
Plan the localization of a product/content for a new market — beyond translating the words. Use when asked to localize a product, plan market entry localization, prepare a localization brief, or figure out what to adapt for a new region. Produces a brief — target locales, what to translate vs. adapt vs. rebuild (UI, content, formats, imagery, payments, legal), priorities, and the risks/cultural pitfalls.
Turn a hospital stay into a complete, well-structured discharge summary. Use when asked to write a discharge summary, a hospital discharge note, or to document a patient's admission-to-discharge course for handoff. Produces a standard discharge summary — admission reason, hospital course, diagnoses, procedures, discharge medications, condition, and follow-up/return precautions — from the provided details.
Review a product/codebase for internationalization readiness before you localize. Use when asked if a product is ready to localize, to review i18n readiness, find hard-coded strings/locale bugs, or prep for going multilingual. Produces a readiness audit — externalized strings, locale-aware formatting, layout/expansion, encoding/RTL, and a prioritised list of i18n fixes to make before translation starts.
Turn a topic, brainstorm, or document into a structured mind map. Use when asked to brainstorm around a theme, organize ideas, break a topic into branches, or summarize something as a mind map. Produces a ready-to-render Mermaid mindmap (renders live, exportable as PNG/SVG) plus a short note on the structure chosen.
Turn a team or reporting structure into a clean org chart. Use when asked to draw an org chart, show reporting lines, visualize team structure, or map who reports to whom. Produces a ready-to-render Mermaid org chart (renders live, exportable as PNG/SVG) plus headcount notes and any structural observations.
Diagram an interaction as a sequence of messages between participants over time. Use when asked to show an API flow, request/response, auth handshake, integration, or 'what calls what in what order'. Produces a ready-to-render Mermaid sequence diagram (renders live, exportable as PNG/SVG) plus notes on edge cases and failure paths.
Turn a data model into an entity-relationship (ER) diagram. Use when asked to design a schema, model data, show how tables/entities relate, or diagram a database. Produces a ready-to-render Mermaid ER diagram (renders live, exportable as PNG/SVG) plus key attributes, cardinality, and design notes.
Plan and write the communications for a layoff or restructure with clarity and dignity. Use when asked to communicate a layoff, write a RIF/redundancy announcement, prepare manager talking points for letting people go, or plan workforce-reduction comms. Produces a comms package — sequencing plan, the all-hands/company message, the affected-employee message, a manager guide with talking points, a staying-team message, and an external/press holding line.
Turn a topic, brainstorm, or document into a structured mind map. Use when asked to brainstorm around a theme, organize ideas, break a topic into branches, or summarize something as a mind map. Produces a ready-to-render Mermaid mindmap (renders live, exportable as PNG/SVG) plus a short note on the structure chosen.
Turn a team or reporting structure into a clean org chart. Use when asked to draw an org chart, show reporting lines, visualize team structure, or map who reports to whom. Produces a ready-to-render Mermaid org chart (renders live, exportable as PNG/SVG) plus headcount notes and any structural observations.
Translate text professionally — preserving tone, register, and meaning, not word-for-word. Use when asked to translate a document, email, or content between languages, or to improve a literal/machine translation. Produces a natural, register-appropriate translation plus translator's notes on choices, untranslatable terms, and anything that needs localization rather than translation.
Choose the right LLM for a task by trading off quality, cost, latency, and constraints. Use when asked which model to use, whether to upgrade/downgrade a model, how to cut LLM costs without hurting quality, or to justify a model choice. Produces a recommendation with the decision criteria, a per-option comparison, a routing strategy (cheap-by-default, escalate when needed), and how to validate the choice with an eval.
Diagnose and rewrite an underperforming LLM prompt so it produces reliable, well-structured output. Use when asked to improve a prompt, fix a prompt that gives inconsistent or wrong results, reduce hallucination/refusals, or make output follow a format. Produces a rewritten prompt with a diagnosis of what was failing, the specific changes and why, and a small test set to verify the fix.
Specify the safety and reliability guardrails for an LLM feature before it ships. Use when asked to define LLM guardrails, add safety controls to an AI feature, prevent prompt injection or jailbreaks, or harden a chatbot/agent against misuse. Produces a guardrails spec — threats, input/output controls, refusal and escalation policy, logging, and a red-team test set — mapped to where each control runs.
Review a vendor/SaaS contract against a practical checklist before you sign. Use when asked to review a vendor contract, check a SaaS/MSA/subscription agreement, flag risky terms, or prepare negotiation points before signing. Produces a structured review — key terms extracted, a risk-flagged checklist (commercial, legal, security, exit), questions to ask, and prioritised negotiation points. Not legal advice.
Design a scoring rubric and LLM-as-judge prompt to evaluate the quality of an AI feature's output. Use when asked to create an eval rubric, define quality dimensions, build an LLM judge, or decide how to measure whether AI output is good. Produces a rubric with weighted dimensions and concrete 1–5 anchors, a ready-to-run judge prompt, a labelling guide, and notes on judge reliability.
Write a single clear, honest public statement about an incident. Use when asked to draft a public statement, a press statement, or an official response to a security breach, outage, data incident, recall, or public controversy. Produces a ready-to-publish statement — acknowledgement, what happened, impact, what you're doing, what affected people should do, and a commitment to update — plus a short and a long version.
Write reusable support macros / canned responses that sound human, not robotic. Use when asked to write a support macro, a canned response, a saved reply, or a template for a common customer ticket. Produces a macro — an empathetic opener, the clear answer/steps, placeholders for personalisation, and a warm close — plus variants (resolved / need-more-info / escalating), tuned to keep it human.
Write a tight Statement of Work (SOW) that prevents scope creep and payment disputes. Use when asked to write a SOW, a scope of work, a project agreement, or to formalise what was agreed after a proposal. Produces an SOW — scope (and explicit exclusions), deliverables with acceptance criteria, timeline & milestones, payment schedule, assumptions, change-control, and terms. The contract layer after the proposal sells.
Write a support runbook for handling a recurring issue type consistently. Use when asked to write a support runbook, a troubleshooting playbook for agents, a handling guide for a common issue, or a tier-1 response procedure. Produces a runbook — issue identification, triage/severity, step-by-step diagnosis & resolution, decision tree, when/how to escalate, and the customer-comms templates — so any agent resolves it the same way.
Write reusable support macros / canned responses that sound human, not robotic. Use when asked to write a support macro, a canned response, a saved reply, or a template for a common customer ticket. Produces a macro — an empathetic opener, the clear answer/steps, placeholders for personalisation, and a warm close — plus variants (resolved / need-more-info / escalating), tuned to keep it human.
Build a consulting/freelance rate card and pricing structure — and the floor rate to not go broke. Use when asked to set freelance/consulting rates, build a rate card, decide what to charge, package services, or move off hourly billing. Produces a rate card — your minimum viable rate (from real targets), tiered packages, pricing models (hourly/day/project/retainer/value), and how to present and defend it.
Run a close-out retrospective on a client engagement — capture lessons, results, and the renewal/referral path. Use when asked to wrap up a client project, run an engagement retro, write a project close-out, or plan the follow-on. Produces a close-out — outcomes vs. goals, what worked / what didn't, profitability/scope reality, a reusable lessons log, and the next-engagement or referral ask.
Run a close-out retrospective on a client engagement — capture lessons, results, and the renewal/referral path. Use when asked to wrap up a client project, run an engagement retro, write a project close-out, or plan the follow-on. Produces a close-out — outcomes vs. goals, what worked / what didn't, profitability/scope reality, a reusable lessons log, and the next-engagement or referral ask.
Build a consulting/freelance rate card and pricing structure — and the floor rate to not go broke. Use when asked to set freelance/consulting rates, build a rate card, decide what to charge, package services, or move off hourly billing. Produces a rate card — your minimum viable rate (from real targets), tiered packages, pricing models (hourly/day/project/retainer/value), and how to present and defend it.
Design a support/incident escalation tree — who handles what, when it escalates, and to whom. Use when asked to design an escalation path, an escalation matrix, support tiers, an on-call escalation policy, or to fix 'tickets bounce around / nothing gets escalated in time'. Produces an escalation tree — tiers & ownership, severity definitions, time-based triggers, routing rules, contacts/roles, and the customer-communication cadence per level.
Write a help-center / knowledge-base article that actually resolves the issue and deflects tickets. Use when asked to write a help doc, KB article, FAQ entry, how-to, or support documentation. Produces a findable, skimmable article — task-based title, the answer up front, numbered steps, screenshots-to-add markers, troubleshooting, and related links — written so users self-serve instead of contacting support.
Run a consulting client discovery session — uncover the real problem, scope, and decision process. Use when asked to prepare for a client discovery call, qualify a consulting lead, scope an engagement, or run a kickoff. Produces a discovery plan — the questions that surface the real problem (not the stated one), budget/authority/timeline qualifiers, success criteria, red flags, and a follow-up that leads to a proposal.
Run a consulting client discovery session — uncover the real problem, scope, and decision process. Use when asked to prepare for a client discovery call, qualify a consulting lead, scope an engagement, or run a kickoff. Produces a discovery plan — the questions that surface the real problem (not the stated one), budget/authority/timeline qualifiers, success criteria, red flags, and a follow-up that leads to a proposal.
Analyse CSAT / NPS / CES survey results and turn the score into actions. Use when asked to analyse NPS, CSAT, or CES data, compute an NPS score, interpret survey verbatims, or build a voice-of-customer readout. Produces a readout — the computed score, the trend & benchmark, themed analysis of the comments (what drives promoters vs. detractors), and prioritised actions. Includes a stdlib NPS/CSAT calculator.
Write a consulting proposal that wins the engagement — outcomes over hours. Use when asked to write a consulting proposal, a project proposal, a pitch for a client engagement, or to respond to an RFP. Produces a proposal — the client's problem in their words, your approach & deliverables, outcomes/value, timeline & phases, investment with options, and why-you — framed around results, not a task list. Ready to export as a designed PDF.
Audit a knowledge base / help center for coverage, accuracy, and findability. Use when asked to audit a help center, review KB health, find documentation gaps, reduce ticket volume with better docs, or prioritise what to write/fix. Produces an audit — a health scorecard, content gaps (driven by top ticket drivers), stale/duplicate/low-findability articles, and a prioritised fix-and-create backlog.
Write a client case study that sells future work — challenge, approach, results. Use when asked to write a case study, a client success story, a project write-up, or a portfolio case for consulting/agency work. Produces a results-led case study — the client & challenge, your approach, quantified outcomes, a client quote slot, and a takeaway — structured to win the next client. Ready to export as a designed PDF.
Write a help-center / knowledge-base article that actually resolves the issue and deflects tickets. Use when asked to write a help doc, KB article, FAQ entry, how-to, or support documentation. Produces a findable, skimmable article — task-based title, the answer up front, numbered steps, screenshots-to-add markers, troubleshooting, and related links — written so users self-serve instead of contacting support.
Audit a knowledge base / help center for coverage, accuracy, and findability. Use when asked to audit a help center, review KB health, find documentation gaps, reduce ticket volume with better docs, or prioritise what to write/fix. Produces an audit — a health scorecard, content gaps (driven by top ticket drivers), stale/duplicate/low-findability articles, and a prioritised fix-and-create backlog.
Analyse CSAT / NPS / CES survey results and turn the score into actions. Use when asked to analyse NPS, CSAT, or CES data, compute an NPS score, interpret survey verbatims, or build a voice-of-customer readout. Produces a readout — the computed score, the trend & benchmark, themed analysis of the comments (what drives promoters vs. detractors), and prioritised actions. Includes a stdlib NPS/CSAT calculator.
Write a tight Statement of Work (SOW) that prevents scope creep and payment disputes. Use when asked to write a SOW, a scope of work, a project agreement, or to formalise what was agreed after a proposal. Produces an SOW — scope (and explicit exclusions), deliverables with acceptance criteria, timeline & milestones, payment schedule, assumptions, change-control, and terms. The contract layer after the proposal sells.
Design a support/incident escalation tree — who handles what, when it escalates, and to whom. Use when asked to design an escalation path, an escalation matrix, support tiers, an on-call escalation policy, or to fix 'tickets bounce around / nothing gets escalated in time'. Produces an escalation tree — tiers & ownership, severity definitions, time-based triggers, routing rules, contacts/roles, and the customer-communication cadence per level.
Write a client case study that sells future work — challenge, approach, results. Use when asked to write a case study, a client success story, a project write-up, or a portfolio case for consulting/agency work. Produces a results-led case study — the client & challenge, your approach, quantified outcomes, a client quote slot, and a takeaway — structured to win the next client. Ready to export as a designed PDF.
Write a consulting proposal that wins the engagement — outcomes over hours. Use when asked to write a consulting proposal, a project proposal, a pitch for a client engagement, or to respond to an RFP. Produces a proposal — the client's problem in their words, your approach & deliverables, outcomes/value, timeline & phases, investment with options, and why-you — framed around results, not a task list. Ready to export as a designed PDF.
Write a support runbook for handling a recurring issue type consistently. Use when asked to write a support runbook, a troubleshooting playbook for agents, a handling guide for a common issue, or a tier-1 response procedure. Produces a runbook — issue identification, triage/severity, step-by-step diagnosis & resolution, decision tree, when/how to escalate, and the customer-comms templates — so any agent resolves it the same way.
Write a cold sales/B2B outreach email that earns a reply. Use when asked to write a cold email, a sales outreach email, a prospecting email, or a cold email sequence to a business prospect. Produces a short, personalised email — subject, a relevant opener, one clear value-led ask, and a low-friction CTA — plus 2 follow-ups, written to be replied to, not deleted.
Model the unit economics of a business — CAC, LTV, payback, contribution margin — from real inputs. Use when asked to calculate unit economics, work out LTV:CAC, find the payback period, or check whether a business model is viable per customer. Produces a computed unit-economics summary (LTV, CAC, ratio, payback, contribution margin) with a verdict and the levers that move it most.
Calculate cash runway, burn, and the zero-cash date — and whether you're default alive or dead. Use when asked to work out runway, monthly burn, when the money runs out, or how much to raise/cut to reach a target. Produces a computed runway summary (net burn, months of runway, zero-cash date, default alive/dead) plus what it takes to extend it.
Generate and pressure-test headline options across proven formulas. Use when asked for headlines, a title, a subject line, a hook, or to improve a weak headline for a page, post, email, or ad. Produces 10–15 headline options grouped by formula (benefit, how-to, number, question, curiosity, social proof), each scored for clarity and specificity, with the top 3 recommended and why.
Sharpen how you show up in high-stakes rooms — communicate with gravitas, concision, and confidence. Use when asked to improve executive presence, prepare to present to leadership, sound more senior, command a room, or get coaching before a big meeting. Produces specific guidance — how to open, structure answers (BLUF/headline-first), handle tough questions, project calm, and the habits to drop, tuned to the moment.
Build the case to win someone over to a decision, idea, or change. Use when asked to persuade someone, build a case for an idea, get buy-in, win over a skeptic, or prepare to pitch a proposal internally. Produces a persuasion brief — the audience's current view and what moves them, the core argument, the proof, objection handling, the emotional and logical appeals, and the ask.
Work more effectively with your manager — communicate, align, escalate, and get what you need. Use when asked how to manage up, work better with a boss, get buy-in from your manager, escalate without overstepping, or prepare to raise something with leadership. Produces a managing-up plan — what your manager needs and how they operate, how to frame your ask, what to bring vs. escalate, and the message.
Prepare for and script a hard conversation — conflict, bad news, a boundary, an apology. Use when asked to prepare for a difficult conversation, address a conflict, deliver bad news, confront a colleague, or have a hard talk with a manager/report/peer. Produces a prep brief — the real goal, the other side's likely view, an opening line, the key points, anticipated reactions with responses, and the outcome you want.
Model pricing scenarios — tiers, margins, break-even, and the revenue impact of a price change. Use when asked to calculate pricing, model a price increase, find break-even volume, set tier prices to a margin target, or estimate the revenue effect of a pricing change. Produces a computed pricing model (per-tier margin, break-even units, price-change revenue impact with an elasticity assumption) and a recommendation.
Estimate the ROI, payback, and NPV of an investment, project, or purchase. Use when asked to calculate ROI, build a business case, justify a purchase/initiative, work out payback period, or compare options by return. Produces a computed ROI summary (net benefit, ROI %, payback, simple NPV) with the assumptions made explicit and a sensitivity note, so a business case is defensible.
Turn a vague concern into specific, kind, actionable feedback. Use when asked to give feedback, write a feedback note, prepare to tell someone something hard about their work, or coach a report/peer. Produces ready-to-deliver feedback structured on situation–behaviour–impact, separating observation from judgement, with the change requested and an opening line — calibrated to praise or constructive.
Work more effectively with your manager — communicate, align, escalate, and get what you need. Use when asked how to manage up, work better with a boss, get buy-in from your manager, escalate without overstepping, or prepare to raise something with leadership. Produces a managing-up plan — what your manager needs and how they operate, how to frame your ask, what to bring vs. escalate, and the message.
Write full landing-page copy that converts — section by section. Use when asked to write a landing page, homepage copy, a product page, or copy for a marketing site. Produces complete copy for every section (hero, problem, solution, social proof, features-as-benefits, objections/FAQ, final CTA) with a clear single conversion goal and one primary call to action.
Generate and pressure-test headline options across proven formulas. Use when asked for headlines, a title, a subject line, a hook, or to improve a weak headline for a page, post, email, or ad. Produces 10–15 headline options grouped by formula (benefit, how-to, number, question, curiosity, social proof), each scored for clarity and specificity, with the top 3 recommended and why.
Turn a vague concern into specific, kind, actionable feedback. Use when asked to give feedback, write a feedback note, prepare to tell someone something hard about their work, or coach a report/peer. Produces ready-to-deliver feedback structured on situation–behaviour–impact, separating observation from judgement, with the change requested and an opening line — calibrated to praise or constructive.
Define a metric in a semantic layer so it means one thing everywhere. Use when asked to define a metric, build a semantic layer / metrics layer entry, stop 'revenue means three things' problems, or write a metric definition for dbt MetricFlow / Cube / LookML. Produces a metric definition — exact formula, the base measure & aggregation, dimensions, filters, grain, edge cases, and a tool-ready spec.
Sharpen how you show up in high-stakes rooms — communicate with gravitas, concision, and confidence. Use when asked to improve executive presence, prepare to present to leadership, sound more senior, command a room, or get coaching before a big meeting. Produces specific guidance — how to open, structure answers (BLUF/headline-first), handle tough questions, project calm, and the habits to drop, tuned to the moment.
Build a real, formula-driven Excel (.xlsx) model — not a static table. Use when asked to build an Excel model, a financial model, a budget/forecast spreadsheet, or any .xlsx with live formulas a user can edit. Produces an actual .xlsx file via a generated openpyxl script: an inputs/assumptions sheet, calculation sheets with real cell formulas, and formatting — so changing an input recalculates the model. Requires a code-execution environment (Claude Code, the API code tool, or Claude.ai).
Craft a sharp value proposition that says who it's for, the outcome, and why you over the alternative. Use when asked to write a value prop, a value proposition, a one-liner, or to clarify 'what do we even say we do?'. Produces a primary value-prop statement, a plain-language one-liner, 3 benefit-led variations, and the before→after transformation it promises — ready to headline a landing page.
Prepare for and script a hard conversation — conflict, bad news, a boundary, an apology. Use when asked to prepare for a difficult conversation, address a conflict, deliver bad news, confront a colleague, or have a hard talk with a manager/report/peer. Produces a prep brief — the real goal, the other side's likely view, an opening line, the key points, anticipated reactions with responses, and the outcome you want.
Calculate cash runway, burn, and the zero-cash date — and whether you're default alive or dead. Use when asked to work out runway, monthly burn, when the money runs out, or how much to raise/cut to reach a target. Produces a computed runway summary (net burn, months of runway, zero-cash date, default alive/dead) plus what it takes to extend it.
Write full landing-page copy that converts — section by section. Use when asked to write a landing page, homepage copy, a product page, or copy for a marketing site. Produces complete copy for every section (hero, problem, solution, social proof, features-as-benefits, objections/FAQ, final CTA) with a clear single conversion goal and one primary call to action.
Build a real, formula-driven Excel (.xlsx) model — not a static table. Use when asked to build an Excel model, a financial model, a budget/forecast spreadsheet, or any .xlsx with live formulas a user can edit. Produces an actual .xlsx file via a generated openpyxl script: an inputs/assumptions sheet, calculation sheets with real cell formulas, and formatting — so changing an input recalculates the model. Requires a code-execution environment (Claude Code, the API code tool, or Claude.ai).
Estimate the ROI, payback, and NPV of an investment, project, or purchase. Use when asked to calculate ROI, build a business case, justify a purchase/initiative, work out payback period, or compare options by return. Produces a computed ROI summary (net benefit, ROI %, payback, simple NPV) with the assumptions made explicit and a sensitivity note, so a business case is defensible.
Build the case to win someone over to a decision, idea, or change. Use when asked to persuade someone, build a case for an idea, get buy-in, win over a skeptic, or prepare to pitch a proposal internally. Produces a persuasion brief — the audience's current view and what moves them, the core argument, the proof, objection handling, the emotional and logical appeals, and the ask.
Model pricing scenarios — tiers, margins, break-even, and the revenue impact of a price change. Use when asked to calculate pricing, model a price increase, find break-even volume, set tier prices to a margin target, or estimate the revenue effect of a pricing change. Produces a computed pricing model (per-tier margin, break-even units, price-change revenue impact with an elasticity assumption) and a recommendation.
Define a data contract between a producer and consumers of a dataset/event/API. Use when asked to write a data contract, define a schema agreement, set data SLAs, or stop a producer from silently breaking downstream consumers. Produces a contract — schema with types & constraints, semantics, quality SLAs (freshness/completeness/validity), ownership, versioning & breaking-change policy, and a change process.
Define a metric in a semantic layer so it means one thing everywhere. Use when asked to define a metric, build a semantic layer / metrics layer entry, stop 'revenue means three things' problems, or write a metric definition for dbt MetricFlow / Cube / LookML. Produces a metric definition — exact formula, the base measure & aggregation, dimensions, filters, grain, edge cases, and a tool-ready spec.
Write platform-native paid ad copy with multiple angles to test. Use when asked to write ad copy, Google/Facebook/LinkedIn/Instagram ads, PPC headlines, or paid social creative copy. Produces ready-to-ship variants per platform (headlines, primary text, descriptions, CTAs) across distinct angles, sized to each platform's limits, with a note on what each variant tests.
Craft a sharp value proposition that says who it's for, the outcome, and why you over the alternative. Use when asked to write a value prop, a value proposition, a one-liner, or to clarify 'what do we even say we do?'. Produces a primary value-prop statement, a plain-language one-liner, 3 benefit-led variations, and the before→after transformation it promises — ready to headline a landing page.
Decline a request, push back on scope, or protect priorities without burning the relationship. Use when asked how to say no, turn down a request, push back on your boss/stakeholder, decline extra work, or protect the roadmap from a pet feature. Produces a graceful, firm response — the no, the honest why, an alternative or trade-off, and the exact wording, tuned to who's asking.
Model the unit economics of a business — CAC, LTV, payback, contribution margin — from real inputs. Use when asked to calculate unit economics, work out LTV:CAC, find the payback period, or check whether a business model is viable per customer. Produces a computed unit-economics summary (LTV, CAC, ratio, payback, contribution margin) with a verdict and the levers that move it most.
Write a multi-email nurture/onboarding/launch sequence with a goal per email. Use when asked to write an email sequence, a welcome/onboarding series, a nurture drip, a launch sequence, or a re-engagement series. Produces the sequence map (trigger, timing, goal per email) plus the full copy for each email — subject, body, and one CTA — designed to move the reader one step at a time.
Design the data quality checks for a table or pipeline across the standard dimensions. Use when asked to add data quality tests, define DQ checks, catch bad data before it hits dashboards, or set up monitoring for a dataset. Produces a checks plan across completeness, validity, uniqueness, freshness, consistency, and accuracy — each with the rule, severity, and where it runs (dbt test / Great Expectations / SQL assertion).
Spec a dbt model — its grain, sources, transformations, tests, and materialization. Use when asked to design a dbt model, plan a data transformation, write a staging/intermediate/mart model spec, or define dbt tests for a table. Produces a model spec — purpose & grain, lineage (sources → refs), the transformation logic, column definitions, dbt tests, materialization choice, and the skeleton SQL/YAML.
Design the data quality checks for a table or pipeline across the standard dimensions. Use when asked to add data quality tests, define DQ checks, catch bad data before it hits dashboards, or set up monitoring for a dataset. Produces a checks plan across completeness, validity, uniqueness, freshness, consistency, and accuracy — each with the rule, severity, and where it runs (dbt test / Great Expectations / SQL assertion).
Spec a dbt model — its grain, sources, transformations, tests, and materialization. Use when asked to design a dbt model, plan a data transformation, write a staging/intermediate/mart model spec, or define dbt tests for a table. Produces a model spec — purpose & grain, lineage (sources → refs), the transformation logic, column definitions, dbt tests, materialization choice, and the skeleton SQL/YAML.
Compute the core SaaS metrics — MRR/ARR, growth, NRR/GRR, churn, quick ratio, magic number — from your numbers. Use when asked to calculate SaaS metrics, MRR/ARR, net revenue retention, the quick ratio, or to build a SaaS metrics snapshot for a board/investor update. Produces a computed metrics dashboard with each value, its benchmark, and a one-line read on what it means.
Analyse a finished A/B test and write an honest results readout with real statistics. Use when asked to read out an A/B test, analyse experiment results, check if a result is statistically significant, or decide ship/no-ship from test data. Produces a readout — the computed lift, p-value & confidence interval, a significance verdict, guardrail check, and a clear ship / no-ship / iterate recommendation. Includes a stdlib significance calculator.
Analyse a finished A/B test and write an honest results readout with real statistics. Use when asked to read out an A/B test, analyse experiment results, check if a result is statistically significant, or decide ship/no-ship from test data. Produces a readout — the computed lift, p-value & confidence interval, a significance verdict, guardrail check, and a clear ship / no-ship / iterate recommendation. Includes a stdlib significance calculator.
Build a real, editable PowerPoint (.pptx) deck from an outline or brief. Use when asked to make a slide deck, a PowerPoint, a pitch/board/sales deck as an actual file, or to turn a doc/notes into slides. Produces an actual .pptx via a generated python-pptx script — a title slide, one idea per content slide with a clear headline and concise bullets, and consistent styling. Requires a code-execution environment (Claude Code, the API code tool, or Claude.ai).
Define a data contract between a producer and consumers of a dataset/event/API. Use when asked to write a data contract, define a schema agreement, set data SLAs, or stop a producer from silently breaking downstream consumers. Produces a contract — schema with types & constraints, semantics, quality SLAs (freshness/completeness/validity), ownership, versioning & breaking-change policy, and a change process.
Write a multi-email nurture/onboarding/launch sequence with a goal per email. Use when asked to write an email sequence, a welcome/onboarding series, a nurture drip, a launch sequence, or a re-engagement series. Produces the sequence map (trigger, timing, goal per email) plus the full copy for each email — subject, body, and one CTA — designed to move the reader one step at a time.
Compute the core SaaS metrics — MRR/ARR, growth, NRR/GRR, churn, quick ratio, magic number — from your numbers. Use when asked to calculate SaaS metrics, MRR/ARR, net revenue retention, the quick ratio, or to build a SaaS metrics snapshot for a board/investor update. Produces a computed metrics dashboard with each value, its benchmark, and a one-line read on what it means.
Build a real, editable PowerPoint (.pptx) deck from an outline or brief. Use when asked to make a slide deck, a PowerPoint, a pitch/board/sales deck as an actual file, or to turn a doc/notes into slides. Produces an actual .pptx via a generated python-pptx script — a title slide, one idea per content slide with a clear headline and concise bullets, and consistent styling. Requires a code-execution environment (Claude Code, the API code tool, or Claude.ai).
Write platform-native paid ad copy with multiple angles to test. Use when asked to write ad copy, Google/Facebook/LinkedIn/Instagram ads, PPC headlines, or paid social creative copy. Produces ready-to-ship variants per platform (headlines, primary text, descriptions, CTAs) across distinct angles, sized to each platform's limits, with a note on what each variant tests.
Build a real, formatted Word (.docx) document — headings, styles, tables, TOC-ready. Use when asked to produce a Word doc, a .docx, a formatted report/contract/proposal/letter as an actual file (not markdown). Produces an actual .docx via a generated python-docx script with proper heading styles, body text, tables, and page structure. Requires a code-execution environment (Claude Code, the API code tool, or Claude.ai).
Diagnose a slow SQL query and produce a concrete optimization plan. Use when asked to optimize SQL, speed up a slow query, reduce a query's cost/scan, fix a timeout, or review a query plan. Produces an analysis — the likely bottleneck, what the plan is doing wrong (full scans, bad joins, spills), the specific rewrite and index/partition changes, and the expected impact, with the optimized query.
Build a real, formatted Word (.docx) document — headings, styles, tables, TOC-ready. Use when asked to produce a Word doc, a .docx, a formatted report/contract/proposal/letter as an actual file (not markdown). Produces an actual .docx via a generated python-docx script with proper heading styles, body text, tables, and page structure. Requires a code-execution environment (Claude Code, the API code tool, or Claude.ai).
Decline a request, push back on scope, or protect priorities without burning the relationship. Use when asked how to say no, turn down a request, push back on your boss/stakeholder, decline extra work, or protect the roadmap from a pet feature. Produces a graceful, firm response — the no, the honest why, an alternative or trade-off, and the exact wording, tuned to who's asking.
Write a long-form sales page that takes a cold reader to a purchase. Use when asked to write a sales page, a long-form sales letter, a course/offer page, or direct-response copy that has to close on the page. Produces a full long-form structure — hook, problem agitation, the offer & mechanism, proof, offer stack & price framing, risk reversal, urgency, and a repeated CTA — written to sell, ethically.
Diagnose a slow SQL query and produce a concrete optimization plan. Use when asked to optimize SQL, speed up a slow query, reduce a query's cost/scan, fix a timeout, or review a query plan. Produces an analysis — the likely bottleneck, what the plan is doing wrong (full scans, bad joins, spills), the specific rewrite and index/partition changes, and the expected impact, with the optimized query.
Write a cold sales/B2B outreach email that earns a reply. Use when asked to write a cold email, a sales outreach email, a prospecting email, or a cold email sequence to a business prospect. Produces a short, personalised email — subject, a relevant opener, one clear value-led ask, and a low-friction CTA — plus 2 follow-ups, written to be replied to, not deleted.
Write a long-form sales page that takes a cold reader to a purchase. Use when asked to write a sales page, a long-form sales letter, a course/offer page, or direct-response copy that has to close on the page. Produces a full long-form structure — hook, problem agitation, the offer & mechanism, proof, offer stack & price framing, risk reversal, urgency, and a repeated CTA — written to sell, ethically.
Distil anything — a startup, product, project, or idea — into a single persuasive page. Use when asked to make a one-pager, a one-page summary, a leave-behind, a startup/product one-sheet, or a tl;dr brief. Produces a structured single page — headline + tagline, the problem, the solution, why-now/proof, and a clear ask/CTA — designed to be skimmed and remembered, ready to export as a typeset PDF.
Build a candidate's research brief on a company before an application or interview. Use when asked to research a company for a job, prep a company brief before an interview, or understand a prospective employer fast. Produces a one-page brief — what they do & how they make money, recent news & trajectory, product & competitors, likely challenges, culture signals, and smart questions to ask.
Distil anything — a startup, product, project, or idea — into a single persuasive page. Use when asked to make a one-pager, a one-page summary, a leave-behind, a startup/product one-sheet, or a tl;dr brief. Produces a structured single page — headline + tagline, the problem, the solution, why-now/proof, and a clear ask/CTA — designed to be skimmed and remembered, ready to export as a typeset PDF.
Prepare for a specific interview at a specific company, not just 'an interview'. Use when asked to prep for an interview, prepare answers for a role, practice for a specific company's interview, or get ready for a behavioural/case/PM round. Produces a tailored prep pack — likely questions for this role & round, STAR-structured answers from your background, your stories mapped to their competencies, questions to ask, and the gaps to shore up.
Write a specific, non-generic cover letter that connects your evidence to the role. Use when asked to write a cover letter, an application letter, or a note to accompany a resume. Produces a tight 3–4 paragraph letter — a real hook, two evidence paragraphs mapping your proof to the job's needs, and a confident close — tailored to the company, ready to export as a designed PDF.
Write cold outreach and networking messages that actually get replies. Use when asked to write a cold message to a recruiter/hiring manager, a LinkedIn connection note, a referral request, or a networking/coffee-chat ask during a job search. Produces short, specific, reply-worthy messages — tuned to the recipient and the ask — with a clear subject and a low-friction call to action.
Structure a portfolio or case-study page that shows your work, not just lists it. Use when asked to write a portfolio page, a project case study, a work showcase, or an 'is this person good?' proof page. Produces a portfolio structure — a positioning header, and per-project case studies (context → your role → what you did → outcome) that demonstrate impact, ready to export as a designed page/PDF.
Write a specific, non-generic cover letter that connects your evidence to the role. Use when asked to write a cover letter, an application letter, or a note to accompany a resume. Produces a tight 3–4 paragraph letter — a real hook, two evidence paragraphs mapping your proof to the job's needs, and a confident close — tailored to the company, ready to export as a designed PDF.
Write a professional bio in the three lengths you actually need. Use when asked to write a bio, an 'about me', a speaker/author bio, or a short profile blurb. Produces three ready-to-use versions — a one-liner, a short (~50-word) bio, and a long (~150-word) bio — in a consistent third-person voice, plus a first-person variant.
Write a sharp, achievement-led resume/CV that passes ATS and earns the interview. Use when asked to write or rewrite a resume or CV, turn experience into a resume, or tailor a resume to a job. Produces a clean, single-column, ATS-friendly resume — summary, experience as quantified accomplishment bullets, skills, and education — ready to export as a designed PDF.
Optimise a LinkedIn profile to be found and to convert. Use when asked to write or improve a LinkedIn headline, About section, or profile, or to make a profile recruiter-friendly. Produces an optimised headline, a first-person About section with a hook and keywords, achievement-led experience bullets, and a skills/keyword list tuned for LinkedIn search.
Write the follow-up messages that keep a candidate on the radar without being annoying. Use when asked to write a post-interview thank-you, a follow-up after no reply, a nudge on a stalled application, or a check-in sequence during a job search. Produces a timed sequence — what to send, when, and the exact wording — that adds value or shows interest at each step rather than just 'checking in'.
Write cold outreach and networking messages that actually get replies. Use when asked to write a cold message to a recruiter/hiring manager, a LinkedIn connection note, a referral request, or a networking/coffee-chat ask during a job search. Produces short, specific, reply-worthy messages — tuned to the recipient and the ask — with a clear subject and a low-friction call to action.
Write a professional bio in the three lengths you actually need. Use when asked to write a bio, an 'about me', a speaker/author bio, or a short profile blurb. Produces three ready-to-use versions — a one-liner, a short (~50-word) bio, and a long (~150-word) bio — in a consistent third-person voice, plus a first-person variant.
Structure a portfolio or case-study page that shows your work, not just lists it. Use when asked to write a portfolio page, a project case study, a work showcase, or an 'is this person good?' proof page. Produces a portfolio structure — a positioning header, and per-project case studies (context → your role → what you did → outcome) that demonstrate impact, ready to export as a designed page/PDF.
Optimise a LinkedIn profile to be found and to convert. Use when asked to write or improve a LinkedIn headline, About section, or profile, or to make a profile recruiter-friendly. Produces an optimised headline, a first-person About section with a hook and keywords, achievement-led experience bullets, and a skills/keyword list tuned for LinkedIn search.
Decode a job description to find what they actually want beneath the buzzwords. Use when asked to analyse a job description, decode a JD, assess fit for a role, or figure out what a posting really means before applying. Produces a decode — the real must-haves vs. nice-to-haves, hidden priorities & culture signals, red flags, an honest fit assessment, and the exact phrases to mirror in your application.
Build a candidate's research brief on a company before an application or interview. Use when asked to research a company for a job, prep a company brief before an interview, or understand a prospective employer fast. Produces a one-page brief — what they do & how they make money, recent news & trajectory, product & competitors, likely challenges, culture signals, and smart questions to ask.
Decode a job description to find what they actually want beneath the buzzwords. Use when asked to analyse a job description, decode a JD, assess fit for a role, or figure out what a posting really means before applying. Produces a decode — the real must-haves vs. nice-to-haves, hidden priorities & culture signals, red flags, an honest fit assessment, and the exact phrases to mirror in your application.
Write the follow-up messages that keep a candidate on the radar without being annoying. Use when asked to write a post-interview thank-you, a follow-up after no reply, a nudge on a stalled application, or a check-in sequence during a job search. Produces a timed sequence — what to send, when, and the exact wording — that adds value or shows interest at each step rather than just 'checking in'.
Prepare for a specific interview at a specific company, not just 'an interview'. Use when asked to prep for an interview, prepare answers for a role, practice for a specific company's interview, or get ready for a behavioural/case/PM round. Produces a tailored prep pack — likely questions for this role & round, STAR-structured answers from your background, your stories mapped to their competencies, questions to ask, and the gaps to shore up.
Build a messaging framework (message house) that the whole company can use consistently. Use when asked to create messaging, a value proposition, a message house, key messages, or to make marketing/sales/product say the same thing. Produces a messaging framework — audience & value proposition, the one-line positioning, 3 message pillars with proof points, objection handling, and a words-we-use/avoid list.
Write a crisp decision memo that drives a clear decision, not a discussion. Use when asked to write a decision memo, a recommendation memo, a one/six-pager for a decision, or to get leadership to decide something. Produces a decision memo — the decision & recommendation up front, the context, options with trade-offs, what you'd need to believe, risks, and the explicit ask with a deadline.
Prepare for a 1:1 so it drives outcomes instead of becoming a status update. Use when asked to prep for a one-on-one, build a 1:1 agenda, prepare to talk to your manager (or a report), or raise something hard in a 1:1. Produces a focused 1:1 agenda — your top topics with the outcome you want for each, the asks, updates kept brief, and growth/feedback threads, tuned to direction (with your manager vs. with a report).
Scope an ISO 27001 ISMS and build the Statement of Applicability across Annex A controls. Use when asked to implement ISO 27001, scope an ISMS, build a Statement of Applicability (SoA), or prepare for ISO 27001 certification. Produces an ISMS plan — scope & context, risk-treatment approach, an Annex A control applicability table (the SoA), and a prioritised implementation roadmap.
Assess SOC 2 readiness across the Trust Services Criteria and produce a gap remediation plan. Use when asked to prepare for a SOC 2 audit, run a SOC 2 readiness/gap assessment, scope controls, or get audit-ready. Produces a readiness report — scope & criteria, a control-by-control status, a weighted readiness score, prioritised gaps with owners, and the evidence each control needs.
Specify an autonomous or tool-using AI agent before building it. Use when asked to design an AI agent, define an agent's tools and guardrails, scope what an agent is allowed to do, or write an agent spec/PRD. Produces an agent spec — goal & scope, tools with permissions, the control loop, guardrails & approval gates, memory, escalation/handoff, evaluation, and failure handling.
Keep a running brag document of your accomplishments so reviews and promo cases write themselves. Use when asked to start or update a brag doc, log a win, track accomplishments, or prep evidence for a review/promotion. Produces a structured, dated accomplishment log — impact-first entries with metrics, scope, and the evidence link — grouped so it drops straight into a self-review or promo packet.
Map where you are against the next level and build a concrete plan to close the gap. Use when asked to map a career ladder, find the gap to the next level, build a development/growth plan, or figure out what to work on to get promoted. Produces a level-gap map — current vs. target competencies side by side, the specific gaps, and a prioritised 1–2 quarter plan of evidence-generating projects to close them.
Write a performance self-review that's specific, evidenced, and balanced. Use when asked to write a self-review, self-assessment, or self-evaluation for a performance cycle. Produces a complete self-review — accomplishments mapped to impact and competencies, growth areas owned honestly, and a forward-looking development plan, in the voice of the person being reviewed.
Map HIPAA Security Rule safeguards and run a risk analysis for systems handling PHI. Use when asked to become HIPAA-compliant, assess HIPAA safeguards, prepare for handling PHI/ePHI, or scope a BAA. Produces a HIPAA assessment — the administrative/physical/technical safeguards with required-vs-addressable status, a risk analysis, BAA scope, and a prioritised remediation plan.
Flip Claude’s default from validation to adversarial critique. Use when you are about to make a high-stakes decision, commit to a plan, or pitch something you have not stress-tested. Produces structured challenges, steelmanned counter-arguments, and the strongest case against your position — a genuine thinking partner, not a mirror.
Audit a landing page or funnel step and produce a prioritised CRO test plan. Use when asked to improve conversion rate, audit a landing/signup/checkout page, reduce funnel drop-off, or plan A/B tests for a page. Produces a CRO plan — a heuristic conversion audit, the diagnosed friction, prioritised test hypotheses (ICE), test designs with sample-size math, and the measurement guardrails.
Run a third-party / vendor security review and assign a risk tier with required controls. Use when asked to assess a vendor's security, run a third-party risk assessment, complete a security questionnaire about a vendor, or decide what due diligence a new tool needs. Produces a vendor risk assessment — a data/access-driven risk tier, the questionnaire focus, required evidence (SOC 2, pen test, DPA), residual risk, and an approve/conditional/reject recommendation.
Plan a full-funnel marketing strategy from awareness to retention. Use when asked to build a marketing funnel, map the customer journey to tactics, plan demand generation, or diagnose where a funnel leaks. Produces a funnel plan — stage definitions, the metric and conversion target per stage, channels & tactics, the biggest leak, and a 90-day focus.
Design retention and engagement loops that bring users back. Use when asked to improve retention, design an engagement/habit loop, fix a leaky retention curve, or build a re-engagement system. Produces a retention design — the retention curve diagnosis, the core habit loop (trigger→action→reward→investment), the activation→habit path, re-engagement triggers, and the metrics to watch.
Assess GDPR compliance and build the core records (ROPA, lawful basis, DSAR, DPIA triggers). Use when asked to get GDPR-compliant, build a Record of Processing Activities, decide a lawful basis, handle data-subject requests, or check whether a DPIA is needed. Produces a GDPR assessment — a ROPA, lawful-basis mapping per activity, DSAR workflow, DPIA-trigger screen, and a prioritised gap list.
Write a strategy memo that commits to a bet and says what you won't do. Use when asked to write a strategy memo, articulate a strategy, make the case for a strategic direction, or align the team on where to focus. Produces a strategy memo — the strategic question, the diagnosis, the bet/approach, why now, explicit non-goals (what we're NOT doing), how we'll know it's working, and the risks.
Give structured, constructive feedback on any design using UX frameworks. Use when asked to critique a design, review a UI, give feedback on a Figma file or wireframe, assess a user flow, or evaluate a design against UX principles. Produces actionable critique applying Jobs-to-be-Done, Gestalt principles, and usability heuristics, with prioritised issues and specific recommendations.
Keep Claude Code sessions productive across resets with output filtering, session logging, and auto-resume. Use when starting a long or complex coding session, when previous sessions lost context mid-task, or when you need Claude to resume exactly where it left off after a reset. Produces a session.log at the project root, filtered command output that preserves context, and automatic resume of in-progress tasks after any reset.
Design lifecycle marketing / CRM journeys across the customer lifecycle. Use when asked to plan onboarding emails, lifecycle/CRM campaigns, drip sequences, re-engagement or winback flows, or a messaging calendar. Produces a lifecycle plan — stage map, the trigger/message/goal for each journey, channel & timing, segmentation, suppression rules, and success metrics.
Design an evaluation plan for an LLM or AI feature before shipping it. Use when asked how to evaluate a prompt/model/agent, set up an eval harness, define quality metrics for an AI feature, or build a regression gate. Produces an eval plan — task definition, datasets, metrics & rubrics, baselines, automated + human evals, a pass bar, and a regression gate.
Document a deployed ML/AI model so others can use it responsibly. Use when asked to write a model card, document a model's intended use and limitations, or prepare an AI model for review/launch. Produces a complete model card — intended use, training data, evaluation metrics across slices, limitations, ethical considerations, and a deployment checklist.
Build a messaging framework (message house) that the whole company can use consistently. Use when asked to create messaging, a value proposition, a message house, key messages, or to make marketing/sales/product say the same thing. Produces a messaging framework — audience & value proposition, the one-line positioning, 3 message pillars with proof points, objection handling, and a words-we-use/avoid list.
Allocate a finite budget or headcount across competing initiatives by return and strategic fit. Use when asked to allocate budget, decide where to invest, build a funding/portfolio plan, or make trade-offs across initiatives under a cap. Produces a capital-allocation plan — initiatives scored by expected return × strategic fit per dollar, a funded/unfunded split against the cap, the cut line, and the reasoning.
Specify an autonomous or tool-using AI agent before building it. Use when asked to design an AI agent, define an agent's tools and guardrails, scope what an agent is allowed to do, or write an agent spec/PRD. Produces an agent spec — goal & scope, tools with permissions, the control loop, guardrails & approval gates, memory, escalation/handoff, evaluation, and failure handling.
Design an evaluation plan for an LLM or AI feature before shipping it. Use when asked how to evaluate a prompt/model/agent, set up an eval harness, define quality metrics for an AI feature, or build a regression gate. Produces an eval plan — task definition, datasets, metrics & rubrics, baselines, automated + human evals, a pass bar, and a regression gate.
Write a PRD for an AI-powered feature, covering the things normal PRDs miss. Use when asked to spec an AI/LLM feature, write a PRD for a feature that uses a model, or plan an AI capability (assistant, summarizer, generator, classifier). Produces an AI feature PRD — problem & UX of uncertainty, model approach, eval criteria, guardrails, fallback behaviour, the data flywheel, and cost/latency budget.
Triage a Gmail inbox down to only what needs you. Use when asked to triage email, clear an inbox, find what needs a reply, or summarise recent mail. Produces a prioritised list of items needing action — replies, decisions, follow-ups — for a configurable window (default last 8 hours), filtering out receipts, notifications, and newsletters.
Map where you are against the next level and build a concrete plan to close the gap. Use when asked to map a career ladder, find the gap to the next level, build a development/growth plan, or figure out what to work on to get promoted. Produces a level-gap map — current vs. target competencies side by side, the specific gaps, and a prioritised 1–2 quarter plan of evidence-generating projects to close them.
Keep Claude Code sessions productive across resets with output filtering, session logging, and auto-resume. Use when starting a long or complex coding session, when previous sessions lost context mid-task, or when you need Claude to resume exactly where it left off after a reset. Produces a session.log at the project root, filtered command output that preserves context, and automatic resume of in-progress tasks after any reset.
Audit a landing page or funnel step and produce a prioritised CRO test plan. Use when asked to improve conversion rate, audit a landing/signup/checkout page, reduce funnel drop-off, or plan A/B tests for a page. Produces a CRO plan — a heuristic conversion audit, the diagnosed friction, prioritised test hypotheses (ICE), test designs with sample-size math, and the measurement guardrails.
Document a dataset so others know what it is, how it was made, and when not to use it. Use when asked to write a datasheet for a dataset, document training/eval data, or assess whether a dataset is fit for a use. Produces a datasheet — motivation, composition, collection process, preprocessing, recommended uses & limits, distribution, and maintenance.
Generate a comprehensive pre-launch, launch day, and post-launch checklist for any product release. Use when preparing for a product launch, feature release, or major update. Produces a role-assigned, tiered checklist covering engineering readiness, marketing and comms, support, and post-launch monitoring.
Structure a redundancy consultation process and draft key communications (UK employment law focus). Use when asked to plan a redundancy process, write a redundancy letter, structure a consultation, or manage a reduction in force. Produces a structured consultation plan and draft letters; always recommends qualified HR/legal advice before proceeding.
Write a crisp decision memo that drives a clear decision, not a discussion. Use when asked to write a decision memo, a recommendation memo, a one/six-pager for a decision, or to get leadership to decide something. Produces a decision memo — the decision & recommendation up front, the context, options with trade-offs, what you'd need to believe, risks, and the explicit ask with a deadline.
Triage a Gmail inbox down to only what needs you. Use when asked to triage email, clear an inbox, find what needs a reply, or summarise recent mail. Produces a prioritised list of items needing action — replies, decisions, follow-ups — for a configurable window (default last 8 hours), filtering out receipts, notifications, and newsletters.
Download and save Instagram posts as high-resolution files. Use when asked to download, save, or archive an Instagram post, reel thumbnail, or carousel. Produces saved high-res images in a named folder, with carousel slides stitched into a single PDF; supports batch downloading of multiple URLs at once.
Assess GDPR compliance and build the core records (ROPA, lawful basis, DSAR, DPIA triggers). Use when asked to get GDPR-compliant, build a Record of Processing Activities, decide a lawful basis, handle data-subject requests, or check whether a DPIA is needed. Produces a GDPR assessment — a ROPA, lawful-basis mapping per activity, DSAR workflow, DPIA-trigger screen, and a prioritised gap list.
Map HIPAA Security Rule safeguards and run a risk analysis for systems handling PHI. Use when asked to become HIPAA-compliant, assess HIPAA safeguards, prepare for handling PHI/ePHI, or scope a BAA. Produces a HIPAA assessment — the administrative/physical/technical safeguards with required-vs-addressable status, a risk analysis, BAA scope, and a prioritised remediation plan.
Design lifecycle marketing / CRM journeys across the customer lifecycle. Use when asked to plan onboarding emails, lifecycle/CRM campaigns, drip sequences, re-engagement or winback flows, or a messaging calendar. Produces a lifecycle plan — stage map, the trigger/message/goal for each journey, channel & timing, segmentation, suppression rules, and success metrics.
Model the cost and latency of an LLM feature before it ships and surprises the bill. Use when asked to estimate LLM API costs, set a latency/token budget, decide which model tier to use, or bring down the cost of an AI feature. Produces a cost & latency budget — token math per request, monthly cost projection, model tiering, caching/streaming levers, p95 latency targets, and a guardrail/alert plan.
Prepare for a 1:1 so it drives outcomes instead of becoming a status update. Use when asked to prep for a one-on-one, build a 1:1 agenda, prepare to talk to your manager (or a report), or raise something hard in a 1:1. Produces a focused 1:1 agenda — your top topics with the outcome you want for each, the asks, updates kept brief, and growth/feedback threads, tuned to direction (with your manager vs. with a report).
Plan a paid acquisition / performance marketing program with unit economics that work. Use when asked to plan paid media, allocate an ad budget across channels, set CAC/LTV targets, or structure a creative-testing program. Produces a paid acquisition plan — economic guardrails (CAC/LTV/payback), channel allocation, account & campaign structure, a creative testing plan, the measurement approach, and scale/kill rules.
Design a Retrieval-Augmented Generation system end to end. Use when asked to design a RAG pipeline, a 'chat with your docs' feature, a knowledge assistant, or to debug why a RAG system gives wrong/ungrounded answers. Produces a RAG design doc — ingestion & chunking, embeddings & index, retrieval & reranking, the generation prompt, grounding/citations, evaluation, and failure modes with mitigations.
Structure a redundancy consultation process and draft key communications (UK employment law focus). Use when asked to plan a redundancy process, write a redundancy letter, structure a consultation, or manage a reduction in force. Produces a structured consultation plan and draft letters; always recommends qualified HR/legal advice before proceeding.
Design a referral or viral-loop program that actually drives growth. Use when asked to design a referral program, build a viral/invite loop, set referral incentives, or improve word-of-mouth growth. Produces a referral design — the loop mechanics, incentive structure (who gets what, when), the viral-math estimate (k-factor/cycle time), fraud guardrails, placement & messaging, and success metrics.
Design retention and engagement loops that bring users back. Use when asked to improve retention, design an engagement/habit loop, fix a leaky retention curve, or build a re-engagement system. Produces a retention design — the retention curve diagnosis, the core habit loop (trigger→action→reward→investment), the activation→habit path, re-engagement triggers, and the metrics to watch.
Plan a compensation negotiation grounded in numbers and leverage, not nerves. Use when asked to negotiate salary, evaluate or counter a job offer, prepare for a comp conversation, or compare offers. Produces a negotiation plan — total-comp comparison across offers, your target/walk-away and BATNA, the value-based justification, the counter scripts, and what to negotiate beyond base.
Write a performance self-review that's specific, evidenced, and balanced. Use when asked to write a self-review, self-assessment, or self-evaluation for a performance cycle. Produces a complete self-review — accomplishments mapped to impact and competencies, growth areas owned honestly, and a forward-looking development plan, in the voice of the person being reviewed.
Write a strategy memo that commits to a bet and says what you won't do. Use when asked to write a strategy memo, articulate a strategy, make the case for a strategic direction, or align the team on where to focus. Produces a strategy memo — the strategic question, the diagnosis, the bet/approach, why now, explicit non-goals (what we're NOT doing), how we'll know it's working, and the risks.
Flip Claude’s default from validation to adversarial critique. Use when you are about to make a high-stakes decision, commit to a plan, or pitch something you have not stress-tested. Produces structured challenges, steelmanned counter-arguments, and the strongest case against your position — a genuine thinking partner, not a mirror.
Run a third-party / vendor security review and assign a risk tier with required controls. Use when asked to assess a vendor's security, run a third-party risk assessment, complete a security questionnaire about a vendor, or decide what due diligence a new tool needs. Produces a vendor risk assessment — a data/access-driven risk tier, the questionnaire focus, required evidence (SOC 2, pen test, DPA), residual risk, and an approve/conditional/reject recommendation.
Assess SOC 2 readiness across the Trust Services Criteria and produce a gap remediation plan. Use when asked to prepare for a SOC 2 audit, run a SOC 2 readiness/gap assessment, scope controls, or get audit-ready. Produces a readiness report — scope & criteria, a control-by-control status, a weighted readiness score, prioritised gaps with owners, and the evidence each control needs.
Plan a full-funnel marketing strategy from awareness to retention. Use when asked to build a marketing funnel, map the customer journey to tactics, plan demand generation, or diagnose where a funnel leaks. Produces a funnel plan — stage definitions, the metric and conversion target per stage, channels & tactics, the biggest leak, and a 90-day focus.
Optimize an article for Answer Engine Optimization (AEO) so AI engines like ChatGPT, Perplexity, and Claude can extract, quote, and cite it. Use when asked to AEO-optimize, make content AI-readable, improve AI citation chances, or adapt an article for answer engines. Produces an AEO-optimised rewrite with question headings, 50–80 word answer capsules, a paragraph-length audit, and flagged trust signals.
Optimize an article for Answer Engine Optimization (AEO) so AI engines like ChatGPT, Perplexity, and Claude can extract, quote, and cite it. Use when asked to AEO-optimize, make content AI-readable, improve AI citation chances, or adapt an article for answer engines. Produces an AEO-optimised rewrite with question headings, 50–80 word answer capsules, a paragraph-length audit, and flagged trust signals.
Give structured, constructive feedback on any design using UX frameworks. Use when asked to critique a design, review a UI, give feedback on a Figma file or wireframe, assess a user flow, or evaluate a design against UX principles. Produces actionable critique applying Jobs-to-be-Done, Gestalt principles, and usability heuristics, with prioritised issues and specific recommendations.
Write clear, plain-English patient communications for any healthcare context. Use when asked to write a patient letter, patient information leaflet, appointment letter, test-results letter, discharge summary for patients, or health education content. Produces an accessible patient communication at an appropriate reading level with clear next steps.
Turn a skill's recommendations into real, executed actions — open the tickets, file the issues, post the updates — safely: dry-run preview, risk-classified, approval-gated, then recorded back to the brain. Use when asked to act on a plan, file tickets from a checklist, create issues from a PRD, execute the recommended next steps, or wire a skill's output into GitHub/Linear/Slack. Produces a dry-run actions plan with per-action risk, executes only after approval via the connected action MCP, and logs what was done. Nothing acts silently.
Generate a comprehensive pre-launch, launch day, and post-launch checklist for any product release. Use when preparing for a product launch, feature release, or major update. Produces a role-assigned, tiered checklist covering engineering readiness, marketing and comms, support, and post-launch monitoring.
Design a Retrieval-Augmented Generation system end to end. Use when asked to design a RAG pipeline, a 'chat with your docs' feature, a knowledge assistant, or to debug why a RAG system gives wrong/ungrounded answers. Produces a RAG design doc — ingestion & chunking, embeddings & index, retrieval & reranking, the generation prompt, grounding/citations, evaluation, and failure modes with mitigations.
Write a board pre-read that's sent before the meeting so the meeting is about decisions, not status. Use when asked to prepare a board pre-read, a board update/package, or pre-meeting materials for a board. Produces a board pre-read — a TL;DR, the metrics dashboard vs. plan, what's working / what's not, the decisions and asks for the board, and risks — designed to be read in advance.
Write clear, plain-English patient communications for any healthcare context. Use when asked to write a patient letter, patient information leaflet, appointment letter, test-results letter, discharge summary for patients, or health education content. Produces an accessible patient communication at an appropriate reading level with clear next steps.
Write a PRD for an AI-powered feature, covering the things normal PRDs miss. Use when asked to spec an AI/LLM feature, write a PRD for a feature that uses a model, or plan an AI capability (assistant, summarizer, generator, classifier). Produces an AI feature PRD — problem & UX of uncertainty, model approach, eval criteria, guardrails, fallback behaviour, the data flywheel, and cost/latency budget.
Plan a compensation negotiation grounded in numbers and leverage, not nerves. Use when asked to negotiate salary, evaluate or counter a job offer, prepare for a comp conversation, or compare offers. Produces a negotiation plan — total-comp comparison across offers, your target/walk-away and BATNA, the value-based justification, the counter scripts, and what to negotiate beyond base.
Turn a skill's recommendations into real, executed actions — open the tickets, file the issues, post the updates — safely: dry-run preview, risk-classified, approval-gated, then recorded back to the brain. Use when asked to act on a plan, file tickets from a checklist, create issues from a PRD, execute the recommended next steps, or wire a skill's output into GitHub/Linear/Slack. Produces a dry-run actions plan with per-action risk, executes only after approval via the connected action MCP, and logs what was done. Nothing acts silently.
Build and prioritise a growth experiment backlog. Use when asked to plan growth experiments, prioritise growth ideas, set up a test backlog, or run a growth process/sprint. Produces a prioritised backlog — each experiment as a hypothesis with the metric it moves, an ICE/PXL score, the minimum test design, and a definition of done; plus the cadence to run it.
Download and save Instagram posts as high-resolution files. Use when asked to download, save, or archive an Instagram post, reel thumbnail, or carousel. Produces saved high-res images in a named folder, with carousel slides stitched into a single PDF; supports batch downloading of multiple URLs at once.
Scope an ISO 27001 ISMS and build the Statement of Applicability across Annex A controls. Use when asked to implement ISO 27001, scope an ISMS, build a Statement of Applicability (SoA), or prepare for ISO 27001 certification. Produces an ISMS plan — scope & context, risk-treatment approach, an Annex A control applicability table (the SoA), and a prioritised implementation roadmap.
Build a promotion case that proves you're already operating at the next level. Use when asked to write a promo packet/case, prepare for a promotion committee, or make the case for a level-up or title change. Produces a promotion packet — the level-up thesis, evidence mapped to each next-level competency, scope/impact highlights, peer-quote slots, and the gaps to close before submitting.
Write a board pre-read that's sent before the meeting so the meeting is about decisions, not status. Use when asked to prepare a board pre-read, a board update/package, or pre-meeting materials for a board. Produces a board pre-read — a TL;DR, the metrics dashboard vs. plan, what's working / what's not, the decisions and asks for the board, and risks — designed to be read in advance.
Build a metrics framework for any product, team, or business. Use when asked for a metrics tree, KPI framework, North Star metric, AARRR funnel, HEART framework, or OKR metrics. Produces a structured metrics hierarchy from North Star down to leading indicators, with measurement guidance.
Document a deployed ML/AI model so others can use it responsibly. Use when asked to write a model card, document a model's intended use and limitations, or prepare an AI model for review/launch. Produces a complete model card — intended use, training data, evaluation metrics across slices, limitations, ethical considerations, and a deployment checklist.
Design a referral or viral-loop program that actually drives growth. Use when asked to design a referral program, build a viral/invite loop, set referral incentives, or improve word-of-mouth growth. Produces a referral design — the loop mechanics, incentive structure (who gets what, when), the viral-math estimate (k-factor/cycle time), fraud guardrails, placement & messaging, and success metrics.
Build a promotion case that proves you're already operating at the next level. Use when asked to write a promo packet/case, prepare for a promotion committee, or make the case for a level-up or title change. Produces a promotion packet — the level-up thesis, evidence mapped to each next-level competency, scope/impact highlights, peer-quote slots, and the gaps to close before submitting.
Build a data retention and deletion schedule grounded in legal basis. Use when asked to create a data retention policy, set retention periods, plan data deletion/minimisation, or answer 'how long can we keep this data?'. Produces a retention schedule — data categories with their retention period, legal/business basis, deletion trigger and method, plus flags for data kept with no basis or no defined period.
Build a data retention and deletion schedule grounded in legal basis. Use when asked to create a data retention policy, set retention periods, plan data deletion/minimisation, or answer 'how long can we keep this data?'. Produces a retention schedule — data categories with their retention period, legal/business basis, deletion trigger and method, plus flags for data kept with no basis or no defined period.
Plan a paid acquisition / performance marketing program with unit economics that work. Use when asked to plan paid media, allocate an ad budget across channels, set CAC/LTV targets, or structure a creative-testing program. Produces a paid acquisition plan — economic guardrails (CAC/LTV/payback), channel allocation, account & campaign structure, a creative testing plan, the measurement approach, and scale/kill rules.
Document a dataset so others know what it is, how it was made, and when not to use it. Use when asked to write a datasheet for a dataset, document training/eval data, or assess whether a dataset is fit for a use. Produces a datasheet — motivation, composition, collection process, preprocessing, recommended uses & limits, distribution, and maintenance.
Model the cost and latency of an LLM feature before it ships and surprises the bill. Use when asked to estimate LLM API costs, set a latency/token budget, decide which model tier to use, or bring down the cost of an AI feature. Produces a cost & latency budget — token math per request, monthly cost projection, model tiering, caching/streaming levers, p95 latency targets, and a guardrail/alert plan.
Build and prioritise a growth experiment backlog. Use when asked to plan growth experiments, prioritise growth ideas, set up a test backlog, or run a growth process/sprint. Produces a prioritised backlog — each experiment as a hypothesis with the metric it moves, an ICE/PXL score, the minimum test design, and a definition of done; plus the cadence to run it.
Build a metrics framework for any product, team, or business. Use when asked for a metrics tree, KPI framework, North Star metric, AARRR funnel, HEART framework, or OKR metrics. Produces a structured metrics hierarchy from North Star down to leading indicators, with measurement guidance.
Allocate a finite budget or headcount across competing initiatives by return and strategic fit. Use when asked to allocate budget, decide where to invest, build a funding/portfolio plan, or make trade-offs across initiatives under a cap. Produces a capital-allocation plan — initiatives scored by expected return × strategic fit per dollar, a funded/unfunded split against the cap, the cut line, and the reasoning.
Keep a running brag document of your accomplishments so reviews and promo cases write themselves. Use when asked to start or update a brag doc, log a win, track accomplishments, or prep evidence for a review/promotion. Produces a structured, dated accomplishment log — impact-first entries with metrics, scope, and the evidence link — grouped so it drops straight into a self-review or promo packet.
Structure and format meeting notes following PM best practices. Use when asked to create meeting notes, format discussion notes, capture action items, or document decisions from any meeting type. Produces structured notes with decisions, action items (owner + deadline), open questions, and next steps.
Transform detailed product updates into concise executive briefings. Use when asked to write an executive update, leadership update, product update for the exec team, or a C-suite product briefing. Produces a structured 250-word briefing with headline, key metrics, progress, risks, decisions needed, and next steps.
Transform detailed product updates into concise executive briefings. Use when asked to write an executive update, leadership update, product update for the exec team, or a C-suite product briefing. Produces a structured 250-word briefing with headline, key metrics, progress, risks, decisions needed, and next steps.
Produce a structured churn analysis that separates avoidable from unavoidable churn. Use when investigating why customers are leaving, identifying at-risk segments, calculating net revenue retention, or building a retention intervention plan. Produces a churn report with rate calculations, categorised reasons by avoidability, segment breakdown, timing analysis, early warning signals, and prioritised interventions ranked by estimated impact.
Maintain a durable, local markdown memory ('brain') of your product context, decisions, hypotheses, and stakeholders that other skills read from and write back to. Use when asked to set up a brain, ingest notes/artifacts into memory, recall what's known about a topic, log a decision with provenance, or run a weekly brain review. Produces a structured brain/ folder (knowledge, decisions, hypotheses, stakeholders, entities, source) with provenance-tagged facts, plus ingest/recall/record/review operations with approval-gated, append-only write-back.
Produce a structured churn analysis that separates avoidable from unavoidable churn. Use when investigating why customers are leaving, identifying at-risk segments, calculating net revenue retention, or building a retention intervention plan. Produces a churn report with rate calculations, categorised reasons by avoidability, segment breakdown, timing analysis, early warning signals, and prioritised interventions ranked by estimated impact.
Maintain a durable, local markdown memory ('brain') of your product context, decisions, hypotheses, and stakeholders that other skills read from and write back to. Use when asked to set up a brain, ingest notes/artifacts into memory, recall what's known about a topic, log a decision with provenance, or run a weekly brain review. Produces a structured brain/ folder (knowledge, decisions, hypotheses, stakeholders, entities, source) with provenance-tagged facts, plus ingest/recall/record/review operations with approval-gated, append-only write-back.
Build a customer health scorecard for a specific account. Use when asked to score account health, assess renewal risk, build a health dashboard, or evaluate an account's likelihood to renew or expand. Produces a structured health scorecard with a RAG status, dimension scores, key risks, and recommended actions.
Build a customer health scorecard for a specific account. Use when asked to score account health, assess renewal risk, build a health dashboard, or evaluate an account's likelihood to renew or expand. Produces a structured health scorecard with a RAG status, dimension scores, key risks, and recommended actions.
Analyse a finished A/B test and write the readout — the result, whether it's statistically and practically significant, what it means, and the ship/no-ship call. Use when asked to analyse experiment results, write an A/B test readout, interpret test data, or decide whether to ship a variant. Produces a clear verdict with the lift and confidence, segment cuts, the risks (peeking, novelty, sample), and a recommendation. Distinct from planning a test — this reads results.
Audit a dataset for the quality problems that silently break analysis — missingness, duplicates, outliers, type and range errors, consistency, and freshness — and produce a prioritised fix list. Use when asked to assess data quality, audit a dataset, check data before analysis, or explain why numbers look off. Produces a structured quality report across the standard dimensions, the specific issues found (with the checks to run), severity, and how to fix each.
Explains, optimises, writes, and documents SQL queries. Use when asked to explain a SQL query, optimise slow SQL, translate SQL to plain English for non-technical stakeholders, write a query from a natural language description, or produce query documentation. Produces plain-English explanations, annotated optimised queries, or a data dictionary covering output shape, assumptions, and known limitations. Works across PostgreSQL, MySQL, BigQuery, Snowflake, and standard SQL.
Draft clear, warm, professional messages to parents or guardians — progress notes, concerns, positive news, behaviour issues, or meeting requests. Use when asked to email a parent, write home about a student, raise a concern with a guardian, or share an update. Produces a ready-to-send message that is specific, partnership-oriented, and constructive — never accusatory — with the tone matched to the situation.
Create a clear grading rubric with criteria and performance-level descriptors that make scoring fair, fast, and consistent. Use when asked to build a rubric, create grading criteria, design an assessment scoring guide, or make grading more objective. Produces an analytic rubric table (criteria × performance levels) with concrete, observable descriptors and a points scheme — plus a short version students can self-check against.
Parse error logs, stack traces, and crash reports into a structured root cause diagnosis. Use when an application is throwing exceptions, crashing, or producing unexpected errors and you need to understand why and what to fix. Produces a structured diagnosis with error classification, stack trace walkthrough, probable root cause with confidence level, affected code path, a concrete code-level fix suggestion, and ordered next debugging steps.
Define a creator's brand foundation — niche, audience, positioning, content pillars, voice/tone, and bio — so every post is consistent and on-brand. Use when asked to define a creator brand, find a niche, set content pillars, write a voice guide, craft a bio, or build a brand kit for a personal brand or channel. Produces a reusable one-page brand kit that other content skills can read so output sounds like you, every time.
Write a full creator newsletter issue — subject line, preview text, hook, body with a clear takeaway, and a CTA — in the writer's voice, for Substack, beehiiv, ConvertKit, or email. Use when asked to write a newsletter, an email issue, a Substack post, or to turn notes/a topic into a sendable newsletter. Produces a ready-to-send issue with subject-line options and a skimmable structure. Distinct from B2B drip/nurture sequences.
Analyse a finished A/B test and write the readout — the result, whether it's statistically and practically significant, what it means, and the ship/no-ship call. Use when asked to analyse experiment results, write an A/B test readout, interpret test data, or decide whether to ship a variant. Produces a clear verdict with the lift and confidence, segment cuts, the risks (peeking, novelty, sample), and a recommendation. Distinct from planning a test — this reads results.
Generate a quiz or test on any topic with a balanced mix of question types and difficulty, plus a complete answer key with explanations. Use when asked to create a quiz, write a test, make practice questions, or build an assessment. Produces well-formed questions aligned to learning objectives, tagged by difficulty and cognitive level, with an answer key and (for MCQs) plausible distractors and rationale.
Pressure-test a fundraise by anticipating the hard investor questions and arming the founder with crisp answers. Use when asked to prep for investor Q&A, anticipate due-diligence questions, handle pushback on a raise, or build a fundraising FAQ. Produces the toughest questions an investor will ask — grouped by theme — each with the strongest honest answer and the trap to avoid.
Write a full creator newsletter issue — subject line, preview text, hook, body with a clear takeaway, and a CTA — in the writer's voice, for Substack, beehiiv, ConvertKit, or email. Use when asked to write a newsletter, an email issue, a Substack post, or to turn notes/a topic into a sendable newsletter. Produces a ready-to-send issue with subject-line options and a skimmable structure. Distinct from B2B drip/nurture sequences.
Explain a cap table, dilution, SAFEs, option pools, and round mechanics in plain English with the actual math. Use when asked to explain dilution, model a SAFE or priced round, size an option pool, understand a term sheet's economics, or figure out who owns what after a raise. Produces a worked ownership breakdown before/after the round, the dilution math step by step, and the traps founders miss. Not legal or financial advice.
Define a creator's brand foundation — niche, audience, positioning, content pillars, voice/tone, and bio — so every post is consistent and on-brand. Use when asked to define a creator brand, find a niche, set content pillars, write a voice guide, craft a bio, or build a brand kit for a personal brand or channel. Produces a reusable one-page brand kit that other content skills can read so output sounds like you, every time.
Audit a dataset for the quality problems that silently break analysis — missingness, duplicates, outliers, type and range errors, consistency, and freshness — and produce a prioritised fix list. Use when asked to assess data quality, audit a dataset, check data before analysis, or explain why numbers look off. Produces a structured quality report across the standard dimensions, the specific issues found (with the checks to run), severity, and how to fix each.
Draft a firm, professional demand letter that states the facts, the legal/contractual basis, the specific demand, and a deadline. Use when asked to write a demand letter, send a formal demand for payment, draft a cease-and-desist, or formally request resolution before legal action. Produces a structured, factual letter with a clear ask and consequences — assertive but not threatening or defamatory. Not legal advice; have counsel review before sending.
Pressure-test a fundraise by anticipating the hard investor questions and arming the founder with crisp answers. Use when asked to prep for investor Q&A, anticipate due-diligence questions, handle pushback on a raise, or build a fundraising FAQ. Produces the toughest questions an investor will ask — grouped by theme — each with the strongest honest answer and the trap to avoid.
Draft a clear, plain-language privacy policy tailored to what a product actually collects and does with data. Use when asked to write a privacy policy, draft a data-protection notice, or create a GDPR/CCPA-aware privacy statement. Produces a structured policy covering data collected, purposes, legal bases, sharing, retention, user rights, and contact — written to be readable, not boilerplate. Not legal advice; have counsel review before publishing.
Draft SMART IEP goals, accommodations, and present-levels statements that are measurable and compliant in spirit. Use when asked to write an IEP goal, draft special-education goals, list accommodations, or write a present-levels (PLAAFP) statement. Produces measurable annual goals with baselines, criteria, and measurement methods, plus matched accommodations. A drafting aid for educators — not legal advice; the IEP team and local requirements govern.
Build a complete, standards-aligned lesson plan with clear objectives, a timed activity sequence, differentiation, and assessment. Use when asked to write a lesson plan, plan a class or lesson, design a teaching session, or structure instruction for a topic. Produces a ready-to-teach plan with measurable objectives, a minute-by-minute flow, materials, checks for understanding, and differentiation for varied learners.
Draft clear, warm, professional messages to parents or guardians — progress notes, concerns, positive news, behaviour issues, or meeting requests. Use when asked to email a parent, write home about a student, raise a concern with a guardian, or share an update. Produces a ready-to-send message that is specific, partnership-oriented, and constructive — never accusatory — with the tone matched to the situation.
Draft a clear, plain-language privacy policy tailored to what a product actually collects and does with data. Use when asked to write a privacy policy, draft a data-protection notice, or create a GDPR/CCPA-aware privacy statement. Produces a structured policy covering data collected, purposes, legal bases, sharing, retention, user rights, and contact — written to be readable, not boilerplate. Not legal advice; have counsel review before publishing.
Generate a quiz or test on any topic with a balanced mix of question types and difficulty, plus a complete answer key with explanations. Use when asked to create a quiz, write a test, make practice questions, or build an assessment. Produces well-formed questions aligned to learning objectives, tagged by difficulty and cognitive level, with an answer key and (for MCQs) plausible distractors and rationale.
Create a clear grading rubric with criteria and performance-level descriptors that make scoring fair, fast, and consistent. Use when asked to build a rubric, create grading criteria, design an assessment scoring guide, or make grading more objective. Produces an analytic rubric table (criteria × performance levels) with concrete, observable descriptors and a points scheme — plus a short version students can self-check against.
Turn burn and cash into a clear runway picture and a raise decision — months left, default-alive vs default-dead, and what to cut or change. Use when asked to calculate runway, model burn rate, decide when to raise, figure out if the company is default-alive, or plan a scenario with hiring/cuts. Produces the runway math, a default-alive verdict, and dated trigger points for raising or acting. Not financial advice.
Write a short-form video script for TikTok, Instagram Reels, or YouTube Shorts — built on the hook→retention→payoff structure that drives watch-time. Use when asked to script a Reel, TikTok, Short, or any 15–60s vertical video. Produces a timed script with a 0–3s hook, retention beats with on-screen text and B-roll cues, a payoff, and a CTA — plus a caption and on-screen-text list. Distinct from long-form YouTube scripting.
Draft SMART IEP goals, accommodations, and present-levels statements that are measurable and compliant in spirit. Use when asked to write an IEP goal, draft special-education goals, list accommodations, or write a present-levels (PLAAFP) statement. Produces measurable annual goals with baselines, criteria, and measurement methods, plus matched accommodations. A drafting aid for educators — not legal advice; the IEP team and local requirements govern.
Author a high-quality Agent Skill (SKILL.md) that an AI reliably triggers and executes well — strong frontmatter, a sharp description with trigger phrases, a clear output contract, quality checks, and anti-patterns. Use when asked to write a skill, create a SKILL.md, improve a skill, review a skill for quality, or contribute to a skills library. Produces a complete, SkillCheck-passing SKILL.md plus a short rationale for the key choices.
Draft a firm, professional demand letter that states the facts, the legal/contractual basis, the specific demand, and a deadline. Use when asked to write a demand letter, send a formal demand for payment, draft a cease-and-desist, or formally request resolution before legal action. Produces a structured, factual letter with a clear ask and consequences — assertive but not threatening or defamatory. Not legal advice; have counsel review before sending.
Explain a contract clause in plain English — what it means, who it favours, the realistic risk, and what to negotiate. Use when asked what a clause means, to decode legal language, explain a term in a contract, or assess whether a provision is standard or aggressive. Produces a plain-language translation, a who-does-this-favour read, a risk rating, and concrete redline suggestions. Not legal advice; confirm with counsel.
Explain a contract clause in plain English — what it means, who it favours, the realistic risk, and what to negotiate. Use when asked what a clause means, to decode legal language, explain a term in a contract, or assess whether a provision is standard or aggressive. Produces a plain-language translation, a who-does-this-favour read, a risk rating, and concrete redline suggestions. Not legal advice; confirm with counsel.
Articulate founder-market fit — the why-you and why-now story investors and accelerators (YC-style) probe hardest. Use when asked to write the founder story, answer 'why are you the right team', draft YC / accelerator application answers, or explain founder-market fit. Produces a sharp narrative connecting the founder's unfair insight and earned secrets to this specific opportunity — concrete, not a humble-brag.
Write a short-form video script for TikTok, Instagram Reels, or YouTube Shorts — built on the hook→retention→payoff structure that drives watch-time. Use when asked to script a Reel, TikTok, Short, or any 15–60s vertical video. Produces a timed script with a 0–3s hook, retention beats with on-screen text and B-roll cues, a payoff, and a CTA — plus a caption and on-screen-text list. Distinct from long-form YouTube scripting.
Build a complete, standards-aligned lesson plan with clear objectives, a timed activity sequence, differentiation, and assessment. Use when asked to write a lesson plan, plan a class or lesson, design a teaching session, or structure instruction for a topic. Produces a ready-to-teach plan with measurable objectives, a minute-by-minute flow, materials, checks for understanding, and differentiation for varied learners.
Generate scroll-stopping hooks — the first line of a post, thread, video, or email that decides whether anyone keeps reading. Use when asked to write a hook, an opener, a first line, a thread starter, a video cold-open, or to make something more clickable. Produces multiple distinct hook options across proven angles (curiosity, contrarian, result, story, stakes), each labelled with why it works and which platform it fits.
Explains, optimises, writes, and documents SQL queries. Use when asked to explain a SQL query, optimise slow SQL, translate SQL to plain English for non-technical stakeholders, write a query from a natural language description, or produce query documentation. Produces plain-English explanations, annotated optimised queries, or a data dictionary covering output shape, assumptions, and known limitations. Works across PostgreSQL, MySQL, BigQuery, Snowflake, and standard SQL.
Write a cold or warm-intro email to an investor that actually gets a reply — short, specific, traction-forward, with a clear ask. Use when asked to email an investor, write a fundraising outreach, request a warm intro, or craft a forwardable blurb. Produces a tight cold email, a forwardable intro blurb a mutual contact can paste, and the follow-up — all skimmable on a phone.
Author a high-quality Agent Skill (SKILL.md) that an AI reliably triggers and executes well — strong frontmatter, a sharp description with trigger phrases, a clear output contract, quality checks, and anti-patterns. Use when asked to write a skill, create a SKILL.md, improve a skill, review a skill for quality, or contribute to a skills library. Produces a complete, SkillCheck-passing SKILL.md plus a short rationale for the key choices.
Turn one piece of content into a full multi-platform pack — X/Twitter thread, LinkedIn post, newsletter section, Instagram carousel, and a short-form video script — each rewritten natively for its platform, not copy-pasted. Use when asked to repurpose content, atomize a blog post or video, turn one idea into many posts, or get more mileage from a piece. Produces ready-to-post drafts per platform with hooks, formatting, and CTAs tuned to each.
Build a creator's sponsorship media kit and brand-deal outreach — the one-pager brands ask for, plus a pitch email and a rate card. Use when asked to make a media kit, pitch a brand, land a sponsorship, write a brand-deal email, or set creator rates. Produces a structured media kit (audience, stats, offerings, past work), a personalised outreach email, and a defensible rate card. The creator side of a sponsorship — distinct from a brand briefing a creator.
Pressure-test a startup idea the way a sharp investor or co-founder would — problem, market, wedge, moat, why-now, and the fastest cheap way to test it. Use when asked to validate a startup idea, evaluate a business idea, stress-test a concept, or decide whether something is worth building. Produces an honest assessment with the strongest case, the killer risks, and the next experiment to run — not cheerleading.
Generate scroll-stopping hooks — the first line of a post, thread, video, or email that decides whether anyone keeps reading. Use when asked to write a hook, an opener, a first line, a thread starter, a video cold-open, or to make something more clickable. Produces multiple distinct hook options across proven angles (curiosity, contrarian, result, story, stakes), each labelled with why it works and which platform it fits.
Write constructive, specific feedback on student work that motivates and tells the student exactly how to improve. Use when asked to give feedback on a student's work, write grading comments, respond to an essay or assignment, or coach a learner. Produces feedback that names concrete strengths, prioritises the few changes that matter most, and gives an actionable next step — warm in tone, growth-oriented, never just a grade.
Articulate founder-market fit — the why-you and why-now story investors and accelerators (YC-style) probe hardest. Use when asked to write the founder story, answer 'why are you the right team', draft YC / accelerator application answers, or explain founder-market fit. Produces a sharp narrative connecting the founder's unfair insight and earned secrets to this specific opportunity — concrete, not a humble-brag.
Pressure-test a startup idea the way a sharp investor or co-founder would — problem, market, wedge, moat, why-now, and the fastest cheap way to test it. Use when asked to validate a startup idea, evaluate a business idea, stress-test a concept, or decide whether something is worth building. Produces an honest assessment with the strongest case, the killer risks, and the next experiment to run — not cheerleading.
Write constructive, specific feedback on student work that motivates and tells the student exactly how to improve. Use when asked to give feedback on a student's work, write grading comments, respond to an essay or assignment, or coach a learner. Produces feedback that names concrete strengths, prioritises the few changes that matter most, and gives an actionable next step — warm in tone, growth-oriented, never just a grade.
Explain a cap table, dilution, SAFEs, option pools, and round mechanics in plain English with the actual math. Use when asked to explain dilution, model a SAFE or priced round, size an option pool, understand a term sheet's economics, or figure out who owns what after a raise. Produces a worked ownership breakdown before/after the round, the dilution math step by step, and the traps founders miss. Not legal or financial advice.
Write a cold or warm-intro email to an investor that actually gets a reply — short, specific, traction-forward, with a clear ask. Use when asked to email an investor, write a fundraising outreach, request a warm intro, or craft a forwardable blurb. Produces a tight cold email, a forwardable intro blurb a mutual contact can paste, and the follow-up — all skimmable on a phone.
Turn one piece of content into a full multi-platform pack — X/Twitter thread, LinkedIn post, newsletter section, Instagram carousel, and a short-form video script — each rewritten natively for its platform, not copy-pasted. Use when asked to repurpose content, atomize a blog post or video, turn one idea into many posts, or get more mileage from a piece. Produces ready-to-post drafts per platform with hooks, formatting, and CTAs tuned to each.
Turn burn and cash into a clear runway picture and a raise decision — months left, default-alive vs default-dead, and what to cut or change. Use when asked to calculate runway, model burn rate, decide when to raise, figure out if the company is default-alive, or plan a scenario with hiring/cuts. Produces the runway math, a default-alive verdict, and dated trigger points for raising or acting. Not financial advice.
Parse error logs, stack traces, and crash reports into a structured root cause diagnosis. Use when an application is throwing exceptions, crashing, or producing unexpected errors and you need to understand why and what to fix. Produces a structured diagnosis with error classification, stack trace walkthrough, probable root cause with confidence level, affected code path, a concrete code-level fix suggestion, and ordered next debugging steps.
Build a creator's sponsorship media kit and brand-deal outreach — the one-pager brands ask for, plus a pitch email and a rate card. Use when asked to make a media kit, pitch a brand, land a sponsorship, write a brand-deal email, or set creator rates. Produces a structured media kit (audience, stats, offerings, past work), a personalised outreach email, and a defensible rate card. The creator side of a sponsorship — distinct from a brand briefing a creator.
Resolve a dependency or version conflict (npm, pip, yarn, pnpm, Maven, Go modules) step by step. Use when an install fails with peer-dependency or version-conflict errors, packages won't co-exist, or a lockfile is fighting you. Produces the conflict explained, the resolution options ranked by safety, exact commands, and how to keep it from recurring.
Stress-test a plan, strategy, PRD, or launch by simulating hostile expert personas who attack it from every angle. Use when asked to red-team, stress-test, pre-mortem, pressure-test, play devil's advocate, or find the blind spots in a plan before committing. Produces a per-persona critique, a ranked list of the most dangerous risks, a pre-mortem, and the specific changes that would most strengthen the plan.
Diagnose a tangled git situation and give the exact, safe commands to fix it. Use when asked to undo a commit, recover lost work, fix a bad merge or rebase, resolve a detached HEAD, unstage files, or get out of a git mess. Produces the diagnosis, the precise commands to run in order, what each does, and a recovery note if something goes wrong.
Diagnose a tangled git situation and give the exact, safe commands to fix it. Use when asked to undo a commit, recover lost work, fix a bad merge or rebase, resolve a detached HEAD, unstage files, or get out of a git mess. Produces the diagnosis, the precise commands to run in order, what each does, and a recovery note if something goes wrong.
Build a regular expression from a plain-English description, or explain an existing one. Use when asked to write a regex, match/validate/extract a pattern, or understand what a regex does. Produces the regex, a token-by-token breakdown, passing and failing test cases, and notes on flavor/edge cases.
Resolve a dependency or version conflict (npm, pip, yarn, pnpm, Maven, Go modules) step by step. Use when an install fails with peer-dependency or version-conflict errors, packages won't co-exist, or a lockfile is fighting you. Produces the conflict explained, the resolution options ranked by safety, exact commands, and how to keep it from recurring.
Explain what a piece of code does in plain English, at the depth the reader needs. Use when asked to explain code, walk through a function, understand an unfamiliar snippet, or onboard to a file. Produces a one-line summary, a step-by-step walkthrough, the non-obvious parts called out, and any bugs or smells spotted along the way.
Decode an error message or stack trace into a plain-English cause, the exact fix, and how to prevent it. Use when asked to explain an error, debug a stack trace, figure out why code is throwing, or make sense of a cryptic exception. Produces a structured diagnosis: what the error means, the most likely cause, a concrete fix with code, and a prevention tip.
Build a regular expression from a plain-English description, or explain an existing one. Use when asked to write a regex, match/validate/extract a pattern, or understand what a regex does. Produces the regex, a token-by-token breakdown, passing and failing test cases, and notes on flavor/edge cases.
Decode an error message or stack trace into a plain-English cause, the exact fix, and how to prevent it. Use when asked to explain an error, debug a stack trace, figure out why code is throwing, or make sense of a cryptic exception. Produces a structured diagnosis: what the error means, the most likely cause, a concrete fix with code, and a prevention tip.
Stress-test a plan, strategy, PRD, or launch by simulating hostile expert personas who attack it from every angle. Use when asked to red-team, stress-test, pre-mortem, pressure-test, play devil's advocate, or find the blind spots in a plan before committing. Produces a per-persona critique, a ranked list of the most dangerous risks, a pre-mortem, and the specific changes that would most strengthen the plan.
Explain what a piece of code does in plain English, at the depth the reader needs. Use when asked to explain code, walk through a function, understand an unfamiliar snippet, or onboard to a file. Produces a one-line summary, a step-by-step walkthrough, the non-obvious parts called out, and any bugs or smells spotted along the way.
Write engaging, high-retention YouTube video scripts with visual and audio cues. Use when asked to write a YouTube script, design a video outline, draft a video hook, or structure a video narrative. Produces a polished script with multiple hook options, step-by-step video body, and clear visual/audio directions.
Apply prioritisation frameworks (RICE, MoSCoW, Kano, ICE, Opportunity Scoring) to rank features and backlog items. Use when asked to prioritise features, rank a backlog, decide what to build next, or evaluate tradeoffs between competing ideas. Produces a scored, ranked feature list with framework-specific tables, recommended build order, deprioritised items, and assumptions made.
Apply prioritisation frameworks (RICE, MoSCoW, Kano, ICE, Opportunity Scoring) to rank features and backlog items. Use when asked to prioritise features, rank a backlog, decide what to build next, or evaluate tradeoffs between competing ideas. Produces a scored, ranked feature list with framework-specific tables, recommended build order, deprioritised items, and assumptions made.
Audit a Claude/Agent SKILL.md (or any AI skill / system prompt) for safety before installing or merging it. Use when asked to review a skill for security, check a prompt for injection, vet a community skill, or assess whether an instruction file is safe to run. Produces a risk-rated report of findings (prompt injection, data exfiltration, code execution, secrets, hidden text) with severity, evidence, and a clear install / don't-install recommendation.
Write engaging, high-retention YouTube video scripts with visual and audio cues. Use when asked to write a YouTube script, design a video outline, draft a video hook, or structure a video narrative. Produces a polished script with multiple hook options, step-by-step video body, and clear visual/audio directions.
Audit a Claude/Agent SKILL.md (or any AI skill / system prompt) for safety before installing or merging it. Use when asked to review a skill for security, check a prompt for injection, vet a community skill, or assess whether an instruction file is safe to run. Produces a risk-rated report of findings (prompt injection, data exfiltration, code execution, secrets, hidden text) with severity, evidence, and a clear install / don't-install recommendation.
Assesses pre-launch readiness across every function and produces an explicit Go / Conditional Go / No-Go recommendation. Use when preparing for any product or feature launch, running a pre-launch review, or determining whether a release is safe to ship. Produces a function-by-function readiness status, a ranked blockers list with owners and deadlines, a risk register, and a clearly reasoned launch recommendation.
Structure a retention analysis, churn investigation, or engagement deep-dive for any product team. Use when asked to analyse user retention, investigate churn, measure DAU/MAU, or build a retention improvement plan. Produces a retention snapshot with root cause hypotheses, aha-moment correlation, and prioritised interventions.
Write a safe, zero-downtime database migration plan for a schema change. Use when asked to plan a database migration, design a zero-downtime schema change, document an expand/contract migration, produce a rollback procedure for a database change, or coordinate a database schema update with a deployment. Produces a structured migration plan covering migration objectives, backward compatibility analysis, expand/contract phase breakdown, exact SQL, rollback steps per phase, data validation queries, and a deployment runbook.
Generate a structured content calendar for any brand, product, or creator. Use when asked for a content plan, editorial calendar, social media schedule, or weekly/monthly content strategy. Produces a calendar with topics, formats, channels, and copy hooks.
Review and summarise any contract or legal agreement. Use when asked to review a contract, check an agreement, flag legal risks, or summarise key clauses. Produces a structured review with key terms, flagged clauses, risk rating, and plain English summary. Not a substitute for qualified legal advice.
Write a structured escalation brief for an at-risk customer account. Use when an account has escalated, when a customer is threatening churn, when a P1 customer issue needs executive attention, or when preparing an internal save play. Produces a crisp escalation brief with account context, timeline, root cause, business impact, and a clear resolution plan.
Build a joint customer success plan for a specific account. Use when asked to create a success plan, joint success plan, mutual action plan, or customer onboarding plan. Produces a structured success plan with business goals, milestones, success metrics, ownership, and a 90-180 day roadmap.
Scrapes a Substack Notes page and exports engagement data to a formatted .xlsx file. Use when asked to download, analyse, or export Substack Notes performance data including likes, comments, and restacks. Produces a formatted spreadsheet with conditional formatting, summary stats, and per-note engagement metrics.
Convert a business question into a complete dashboard specification. Use when asked to design a dashboard, create a dashboard spec or brief, plan a BI report, or define what charts and metrics a dashboard should include. Produces a structured spec with metrics, dimensions, chart types, filters, and layout guidance.
Structure a product data analysis, metric deep-dive, funnel analysis, or cohort study. Use when asked to analyse product metrics, investigate a drop in conversion, explain a data change to stakeholders, or find the root cause of a metric movement. Produces a structured analysis with question, root cause, confidence level, and recommended action.
Design an ETL/ELT data pipeline specification. Use when asked to design a data pipeline, spec an ETL or ELT process, document a data ingestion workflow, or plan a data integration. Produces a complete pipeline spec with sources, transforms, destinations, SLAs, error handling, and data quality rules.
Document or design a database schema with entity relationships, table definitions, constraints, indexes, and access patterns. Use when asked to design a database, document an existing schema, model entities and relationships, define table structures, plan an index strategy, or produce a data model for review. Produces a structured schema document covering an ER diagram, table DDL definitions, index strategy, access pattern analysis, normalization decisions, and migration notes.
Transform feature briefs into structured design briefs that give designers the context they need before opening Figma. Use when asked to write a design brief, create a design handoff, brief a designer on a new feature, or translate a PRD into design requirements. Produces a brief with user goal, emotional context, success criteria, constraints, edge cases, and out-of-scope boundaries.
Prepare a structured discovery call plan for any prospect. Use when asked to prepare for a sales call, discovery call, prospect meeting, or first call with a potential customer. Produces a call brief with research, hypotheses, questions, and success criteria.
Create a structured user discovery interview guide with screener questions, a discussion guide, and a synthesis framework. Use when planning user interviews, customer discovery sessions, Jobs-to-be-Done research, or problem validation. Produces a complete guide covering warm-up, problem exploration, and a per-session synthesis template.
Produce properly-formatted tracked changes for a Word document. Use when asked to redline a document, suggest edits to a contract or document, create tracked changes for review, or mark up a document with proposed revisions. Produces a complete redline with insertions, deletions, and margin comments that can be applied to the source document. Best used with Claude Opus 4.7 or newer for reliable tracked changes handling.
Write and sequence multi-email nurture or launch campaigns. Use when asked for an email sequence, drip campaign, onboarding emails, product launch emails, or nurture flow. Produces subject lines, preview text, full email body, and send-timing recommendations for each email in the sequence.
Design an employee engagement survey and analyse results. Use when asked to create an employee survey, engagement questionnaire, pulse survey, or eNPS survey. Also use when asked to analyse survey results. Produces a complete survey with questions, rating scales, and an analysis framework.
Build an engineering hiring rubric and technical interview scorecard for evaluating software engineers at a specific level. Use when asked to create an interview rubric, design a hiring process, build a technical scorecard, or standardize engineer evaluation. Produces a full interview scorecard, behavioral question bank, technical question set with evaluation criteria, system design rubric, and debrief agenda.
Write a weekly engineering status report for a team, service, or initiative. Use when asked to write a team update, weekly engineering report, sprint status email, or standing team communication to stakeholders. Produces a concise, scannable weekly report covering shipping progress, metrics, decisions, blockers, and next-week priorities.
Audit a Figma component library for consistency, coverage gaps, and naming issues. Use when asked to audit components, review a design system, check component consistency, identify missing components, or assess Figma library health. Produces a structured audit report with issues prioritised by impact, naming recommendations, and a fix plan.
Design statistically rigorous A/B tests and interpret experiment results. Use when asked to design an experiment, run an A/B test, calculate sample size, interpret test results, or assess whether an experiment was successful. Produces a complete experiment design with hypothesis, sample size, run time, success criteria, and risk flags — or a results interpretation with ship/iterate/kill recommendation.
Write a feature flag management guide and lifecycle playbook for a service or team — covering flag taxonomy, creation checklist, rollout strategy, monitoring requirements, cleanup policy, and governance. Use when asked to document feature flag practices, create a flag rollout plan, write a feature flag policy, or guide a team on flag lifecycle management. Produces a flag lifecycle playbook, taxonomy reference, per-flag creation template, rollout decision tree, and cleanup checklist.
Runs a pre-handoff QA checklist on a Figma design before it goes to engineering. Use when asked to QA a Figma design, do a pre-handoff check, or validate a Figma file is ready to build. Produces a structured QA report covering file hygiene, component usage, accessibility, and handoff readiness with explicit pass/fail status per item. Optimised for Opus 4.7 and newer models.
Runs a structured PM design review against product requirements. Use when asked to review a Figma design, check a design against requirements, or assess whether a design meets the product spec. Produces a requirements coverage check, UX concerns, open questions, and an explicit approval status — approved, approved with conditions, or not approved.
Runs a PM-perspective design critique focused on product outcomes and user goals, not aesthetics. Use when asked for a PM design critique, a product review of a Figma design, or feedback from a product perspective without needing to be a designer. Produces structured outcome-based feedback tied to user goals, business metrics, and requirement coverage.
Plan prototype interactions and flows for user testing in Figma. Use when asked to plan a Figma prototype, set up prototype interactions, define what to prototype for a user test, or prepare a Figma prototype for usability testing. Produces a prototype scope, interaction specification, test task scripts, and Figma setup guide.
Turn financial model outputs into a clear written narrative. Use when asked to write a financial narrative, explain a financial model, summarise a P&L, or translate spreadsheet numbers into a board-ready story. Produces an executive narrative with key insights, drivers, and forward-looking commentary.
Generate a financial due diligence checklist and analysis framework for any investment, acquisition, or partnership. Use when asked for a due diligence checklist, M&A financial review, investment analysis framework, or vendor financial assessment. Produces a document request list, key analytical questions, red flags checklist, and a summarised financial health assessment.
Generate a structured interview scorecard and interview guide for any role. Use when asked to create a hiring rubric, interview scorecard, structured interview guide, or assessment criteria for a job. Produces a scorecard with competencies, behavioural questions, and scoring guidance.
Tailors a CV and cover letter to a specific job description. Use when asked to write a cover letter, tailor a CV or resume, optimise for ATS, match a job description, or prepare a job application. Produces an ATS-optimised tailored CV summary and a personalised cover letter aligned to the role's requirements.
Create a structured brief for an influencer or creator partnership campaign. Use when asked to brief an influencer, plan a creator collaboration, set up a paid partnership, or define deliverables for a sponsored content campaign. Produces a complete campaign brief with objectives, deliverables, creative guidelines, approval process, and performance metrics.
Write an infrastructure-as-code review checklist and conduct a structured review of Terraform, CloudFormation, Pulumi, or Ansible code. Use when asked to review IaC code, audit infrastructure configurations, check cloud security posture, or produce a reusable IaC review checklist. Produces a structured review report with severity-categorized findings, remediation guidance, and a reusable checklist.
Build the narrative and slide structure for an investor pitch deck. Use when asked to create a pitch deck, investor presentation, fundraising deck, or startup pitch. Produces a slide-by-slide structure with narrative beats, key messages, and what each slide must prove to an investor.
Write Jobs-to-be-Done (JTBD) job stories and map customer jobs across functional, social, and emotional dimensions. Use when defining user needs, writing job stories, conducting JTBD research, or reframing features around customer outcomes. Produces a job story map with opportunity scoring, pain intensity ratings, and product opportunity analysis.
Searches Reddit, X/Twitter, and the broader web for recent opinions, sentiment, and signal on any topic. Use when you need to know what real people are saying about a tool, product, trend, or event in the past 30 days — cutting through SEO content to surface genuine community reaction. Produces a structured report with consensus findings, pain points, positive signals, contrarian takes, source links, and a signal confidence rating.
Draft a structured legal brief, case summary, or legal argument outline. Use when asked to write a legal brief, case note, legal memo, argument outline, or position paper. Produces a structured document using IRAC format (Issue, Rule, Application, Conclusion).
Write a load and performance testing plan for a service. Use when asked to create a performance test plan, write load testing documentation, define stress or soak test scenarios, or set performance regression gates for CI. Produces a complete test plan document with scenario definitions, k6/Locust script skeleton, threshold table, result interpretation guide, and CI integration steps.
Write a local development environment setup guide for a service or project — covering prerequisites, repository setup, environment variables, local service dependencies, database seeding, running the service, running tests, common gotchas, IDE recommendations, and first-contribution checklist. Use when asked to write a dev setup guide, create onboarding documentation for engineers, document local environment setup, or write a getting-started guide for a codebase. Produces a complete setup guide that a new engineer can follow from zero to running tests in under 30 minutes, with a troubleshooting section for the most common setup failures.
Design a microservices decomposition for a monolith or new system, defining service boundaries, ownership, communication patterns, and migration plan. Use when asked to decompose a monolith, define service boundaries, design a microservices architecture, or plan a strangler-fig migration. Produces a bounded context map, service inventory table, communication pattern decisions, data ownership matrix, migration roadmap, and risk register.
Write a monitoring setup guide for a service — defining what to measure, how to alert on it, and how to build the observability stack covering the four golden signals, business metrics, log strategy, distributed tracing, alerting rules, dashboard layout, and observability debt. Use when asked to set up monitoring for a service, define alerting strategy, write an observability plan, create a dashboard specification, or document logging standards for a team. Produces a metric definitions table, alert rules specification, dashboard layout wireframe, log schema, tracing setup checklist, and monitoring gap analysis.
Interviews you across 15 questions to capture your role, topics, sources, exclusions, and format preferences, then writes a master prompt you can paste into a scheduled task or Claude Code Routine. Use when you want to set up a personalised daily news brief, build a reusable morning news prompt, or create an automated intelligence briefing. Produces a confirmed summary of your preferences, a ready-to-paste master prompt, and setup instructions for both Cowork Scheduled Tasks and Claude Code Routines.
Synthesises user signals from multiple research sources into a unified, weighted insight brief. Use when you have data from interviews, support tickets, NPS verbatims, app reviews, or sales calls and need to reconcile contradictions, surface the underlying need behind requests, or answer 'what are users really telling us'. Produces ranked insights with confidence ratings, source weighting rationale, divergent signal analysis by user segment, and a research gap identification section.
Analyses a Non-Disclosure Agreement clause by clause and flags unusual terms, one-sided provisions, and negotiation points. Use when reviewing an NDA, mutual NDA, confidentiality agreement, or non-disclosure deed before signing or countering. Produces a plain English verdict, clause-by-clause risk analysis, and a prioritised negotiation checklist — always with a disclaimer that qualified legal advice is required before signing.
Automates NotebookLM from Claude Code using browser automation via the Claude Chrome extension — creating notebooks, adding sources, and triggering outputs without manual clicking. Use when you want to create a NotebookLM notebook, add URLs or documents as sources, or generate mindmaps, audio overviews, or briefing docs programmatically. Produces a confirmed checklist of completed actions and a direct link to the notebook.
Strips AI writing patterns from text and rewrites it to sound genuinely human by removing statistical defaults and injecting the specific signals that human writers produce. Use when a draft reads as AI-generated, over-polished, or rhythmically uniform — including blog posts, emails, LinkedIn posts, or any prose that needs to sound like a real person wrote it. Produces a pattern audit, side-by-side comparison, itemised change log, and clean rewritten output ready to paste.
Write an on-call runbook for a service — covering alert definitions, escalation paths, common incident responses, and on-call handoff procedures. Use when asked to write an on-call guide, create alert runbooks, document escalation procedures, or prepare an on-call handoff document. Produces a structured on-call runbook with per-alert response procedures, escalation matrix, diagnostic commands, and handoff template.
Write a B2B partnership proposal or business case. Use when asked to write a partnership proposal, draft a partnership brief, structure a co-marketing proposal, or create a business case for a strategic partnership. Produces a structured proposal with value proposition, partnership model, commercial terms, and mutual commitments.
Write structured, balanced performance reviews from bullet-point inputs. Use when asked to write a performance review, self-assessment, peer review, 360 feedback, or manager evaluation. Produces a complete, fair, professionally written review covering achievements, areas for growth, and development goals.
Write a clear, structured pull request description from a git diff, branch summary, or commit list. Use when asked to write a PR description, draft a pull request, or document code changes. Produces a description with summary, motivation, changes made, testing steps, and reviewer guidance.
Audit a PowerPoint presentation for layout issues, text overflow, visual hierarchy problems, and consistency gaps. Use when asked to review a slide deck, check a presentation before a meeting, audit slides for layout problems, or QA a deck before sharing. Produces a slide-by-slide report with issues ranked by severity and specific fixes. Best used with Claude Opus 4.7 or newer for reliable slide-level vision analysis.
Document any business process in a clear, structured format. Use when asked to document a process, write a process guide, create a workflow document, or map out how something works. Produces a complete process document with steps, roles, inputs, outputs, and edge cases.
Write a structured sales proposal or commercial proposal for any deal. Use when asked to write a proposal, sales proposal, commercial proposal, statement of work, or quote document. Produces a complete proposal with problem statement, solution, investment, and next steps.
Build a structured renewal playbook for a customer account. Use when asked to plan a renewal, structure a renewal negotiation, prepare for an expansion conversation, or build a renewal strategy for at-risk or healthy accounts. Produces a renewal brief with health assessment, negotiation strategy, objection responses, expansion levers, and a timeline.
Write a structured research protocol or study design document. Use when asked to write a research protocol, study protocol, research plan, methodology section, or research proposal. Produces a complete protocol with objectives, methodology, ethical considerations, and analysis plan.
Design a structured lesson plan for any subject, audience, or format. Use when asked to write a lesson plan, course outline, teaching session, workshop curriculum, or training module. Produces a complete lesson plan with learning objectives, activities, timing, assessment, and differentiation guidance.
Scores features using both RICE and strategic alignment for nuanced prioritisation. Use when asked to prioritise features, build a priority matrix, combine quantitative scoring with strategic fit, or decide what to build next with multiple competing initiatives. Produces a scored priority matrix with RICE scores, strategic alignment ratings, quadrant placement, and sequencing recommendations.
Create structured roadmap presentations calibrated to any audience. Use when asked to build a product roadmap, present roadmap to leadership, create a roadmap slide, or communicate quarterly plans to execs, teams, or customers. Produces an audience-calibrated Now/Next/Later roadmap with strategic context, initiative tables, success metrics, and explicit deprioritisation rationale.
Write an operational runbook for a service, incident type, or deployment procedure. Use when asked to write a runbook, create an ops guide, document an operational procedure, or prepare an incident response playbook. Produces a runbook with overview, prerequisites, step-by-step procedures, rollback steps, troubleshooting table, and escalation paths.
Create a competitive sales battlecard for any competitor. Use when asked to build a battlecard, competitive comparison, sales cheat sheet, or objection handling guide for a specific competitor. Produces a one-page battlecard with positioning, differentiators, objection responses, and landmines.
Write a STRIDE-based threat model for a service or feature. Use when asked to produce a threat model, document security risks, identify attack vectors, assess a service's security posture, or prepare for a security design review. Produces a structured threat model covering assets, trust boundaries, STRIDE threat enumeration per component, risk scores, mitigation controls, and residual risk sign-off.
Create a structured SEO content brief for any target keyword or topic. Use when asked to write an SEO brief, content brief, keyword brief, or content strategy document. Produces a complete brief with target keyword, search intent, outline, competitor insights, internal links, and on-page SEO guidance.
Plan and write a paid social advertising campaign. Use when asked to build a paid social campaign, create Meta/LinkedIn/TikTok/X ad copy, define a social ad strategy, or plan an advertising funnel across social platforms. Produces a complete campaign plan with audience targeting, ad set structure, copy for each ad format, budget allocation, and measurement framework.
Define Service Level Objectives (SLOs) and an error budget policy for a service. Use when asked to write SLOs, define SLIs, calculate an error budget, set reliability targets, or create an error budget policy. Produces a complete SLO document with SLI definitions, target calculation, error budget policy, burn rate alerts, and review cadence.
Build a social media strategy for a brand, product, or creator. Use when asked to create a social media strategy, define a social content strategy, plan content pillars, set social KPIs, or build a posting framework. Produces a complete strategy with audience definition, platform selection, content pillars, posting cadence, KPIs, and a 4-week starter calendar.
Write a Standard Operating Procedure (SOP) for any operational task. Use when asked to write an SOP, standard operating procedure, work instruction, or operating manual. Produces a formal SOP with purpose, scope, procedure steps, quality checks, and version control.
Generate a structured sprint brief from sprint data and goals. Use when asked to write a sprint brief, create a sprint summary, document sprint goals and scope, or produce a team-facing sprint overview. Produces a scannable brief with sprint goal, rationale, grouped work, critical path, risks, and definition of done.
Analyze sprint velocity data and produce an engineering team health report covering delivery trends, capacity utilization, and improvement recommendations. Use when asked to analyze sprint velocity, review team delivery health, identify delivery risks, or produce a retrospective data analysis. Produces a velocity trend analysis, health diagnosis table, top improvement recommendations with implementation steps, and a next-sprint capacity forecast.
Map stakeholders for a product decision and produce a tailored influence strategy with talking points. Use when asked to get alignment, build consensus, get buy-in from engineering or finance or legal, navigate organisational resistance, or plan stakeholder conversations for a major initiative. Produces a stakeholder map, recommended conversation sequence, and tailored talking points per stakeholder.
Build a technology radar for an engineering team, categorizing technologies into Adopt/Trial/Assess/Hold quadrants following the ThoughtWorks Tech Radar format. Use when asked to create a tech radar, evaluate the team's technology landscape, categorize tools and frameworks, or establish a technology strategy. Produces a full tech radar with quadrant tables, individual blip rationales, a decision trail, and a maintenance process guide.
Generate a structured tax planning checklist and review framework for any individual or business context. Use when asked to review tax planning, prepare for year-end tax, check tax efficiency, or identify tax-saving opportunities. Produces a checklist of considerations, common reliefs, and a review framework. Not a substitute for qualified tax advice.
Runs a structured team health assessment across key dimensions. Use when asked to run a team health check, assess team morale, facilitate a retrospective on ways of working, or evaluate team dynamics. Produces a health assessment with RAG status per dimension, underlying signals, and prioritised improvement actions with named owners.
Plan a team offsite from goals to full agenda. Use when asked to plan a team offsite, away day, team retreat, quarterly offsite, or team-building event. Produces a full agenda, session designs, facilitation notes, and logistics checklist.
Write a test strategy document from a feature spec, PRD, or system description. Use when asked to create a test plan, write a test strategy, define QA approach, or plan testing for a feature or release. Produces a complete test strategy with scope, risk assessment, test types, coverage targets, and a prioritised test case outline.
Write well-structured user stories with acceptance criteria and edge cases. Use when asked to write user stories, create tickets from a feature brief, convert a PRD into stories, or write acceptance criteria. Produces ready-to-estimate stories in the standard format with clear acceptance criteria, edge cases, and definition of done.
Create a structured UX research plan for any product question or feature. Use when asked to write a research plan, design a user study, create a discussion guide, write screener questions, or plan usability testing. Produces a full research plan with objectives, methodology, screener, discussion guide, and synthesis framework.
Design and facilitate any workshop, working session, or collaborative meeting. Use when asked to plan a workshop, design a facilitated session, run a ideation session, or create a workshop agenda. Produces a complete facilitation guide with session design, activity instructions, timing, and materials.
Assesses pre-launch readiness across every function and produces an explicit Go / Conditional Go / No-Go recommendation. Use when preparing for any product or feature launch, running a pre-launch review, or determining whether a release is safe to ship. Produces a function-by-function readiness status, a ranked blockers list with owners and deadlines, a risk register, and a clearly reasoned launch recommendation.
Structure a complete system design answer for interview questions or real architecture sessions. Use when asked to design a system, answer a system design interview question, or architect a solution at scale. Produces a structured answer covering requirements, capacity estimates, high-level design, component deep-dives, trade-offs, and follow-up considerations.
Write a structured grant proposal or funding application for any grant type. Use when asked to write a grant proposal, funding application, research grant, charitable grant, or innovation fund application. Produces a complete proposal with project summary, rationale, methodology, impact, and budget narrative.
Generate article or newsletter thumbnail candidates using the Gemini API from inside Claude Code. Claude reads article copy, proposes composition concepts, writes image generation prompts incorporating brand specs, calls Gemini to generate the images, evaluates the results via computer vision, and returns ranked candidates with rationale. Use when asked to create thumbnails, generate cover images, or produce visual candidates for an article or newsletter.
Write a clear, inclusive, and structured job description for any role. Use when asked to write a job description, job posting, JD, or job advert. Produces a complete JD with role summary, responsibilities, requirements, and inclusive language review.
Write a disaster recovery plan for a service or system — covering RPO/RTO targets, failure scenario runbooks, backup and restore procedures, DR testing cadence, and communication templates. Use when asked to write a DR plan, document failover procedures, create recovery runbooks, define RTO/RPO targets, or prepare for a disaster recovery game day. Produces a full DR document with per-scenario recovery runbooks, backup validation procedures, testing schedule, and communication templates.
Generate structured developer handoff annotations for a Figma screen or component. Use when asked to write Figma annotations, create dev handoff notes, document a Figma design for developers, or write specs for a screen. Produces a complete annotation set covering interactions, states, spacing, accessibility, and edge cases.
Audit an existing social media presence across all active platforms. Use when asked to review social media performance, analyse a brand's social presence, benchmark against competitors, or identify what's working and what isn't. Produces a scored audit with platform-by-platform analysis, content performance review, competitive benchmarking, and a prioritised action plan.
Create a structured 30/60/90-day onboarding plan for any new hire. Use when asked to write an onboarding plan, new hire plan, 30-60-90 day plan, or first 90 days roadmap. Produces a week-by-week plan with milestones, meetings, learning goals, and success criteria.
Define a RACI matrix for a cross-functional project or process. Use when asked to build a RACI, create a responsibility matrix, clarify ownership across teams, or document decision rights. Produces a complete RACI matrix with role definitions, decision mapping, and a process for resolving conflicts.
Audit a design system for consistency, coverage, and quality. Use when asked to audit a design system, review a component library, assess design token coverage, or evaluate the health of a shared design system. Produces a structured audit with a health score, component coverage gaps, token inconsistencies, accessibility issues, and a prioritised remediation roadmap.
Structure and write a literature review for any research topic. Use when asked to write a literature review, systematic review summary, narrative review, or research background section. Produces a structured review with thematic organisation, critical analysis, and gap identification.
Write a structured project status report for any project. Use when asked to write a project update, status report, RAG report, project dashboard narrative, or weekly project communication. Produces a clear status report with RAG ratings, milestone progress, risks, and decisions needed.
Analyses sprint delivery data and produces a structured retrospective brief. Use when asked to run a retrospective, analyse sprint data, prepare a retro brief, or turn sprint metrics into discussion prompts. Produces a data-grounded retrospective brief with completion stats, pattern analysis, Start/Stop/Continue prompts, and one concrete experiment for next sprint.
Define component variants and states systematically for Figma. Use when asked to plan component variants, define states for a component, set up a Figma variant matrix, or work out what properties a component needs before building it. Produces a complete variant matrix with all properties, values, and combinations needed.
Define and document performance budgets for a web service or application. Use when asked to set performance targets, define SLOs for latency or throughput, establish Core Web Vitals targets, create a performance baseline, or document performance regression policy. Produces a structured performance budget covering key user journeys, Core Web Vitals, backend latency SLOs, measurement tooling, CI enforcement, and breach response process.
Structure pricing strategy decisions, packaging options, and tier design for SaaS and digital products. Use when reviewing or setting pricing, designing pricing tiers, evaluating freemium vs paid, or preparing a pricing change. Produces a pricing strategy recommendation with model rationale, tier structure, competitive positioning, and rollout plan.
Write a developer onboarding document for a service, codebase, or team. Use when asked to write a developer guide, service README, onboarding doc for a new engineer, codebase orientation, or getting-started guide for a technical team. Produces a structured doc covering service overview, architecture, local setup, key patterns, testing, deployment, and who to ask for what.
Create structured technical specification documents that bridge product requirements and engineering implementation. Use when writing a tech spec, engineering spec, system design doc, or API specification. Produces a complete spec with problem statement, proposed solution, data model, API design, alternatives considered, security considerations, testing plan, and rollout strategy.
Audits project dependencies for security vulnerabilities, license compliance issues, outdated packages, and transitive dependency risk. Use when asked to audit dependencies, review package security, check license compliance, assess dependency health, or produce a vulnerability report. Produces a vulnerability findings table, license compliance matrix, update priority matrix, dependency health score, and 30-day remediation plan.
Document and prioritize a technical debt backlog with business impact, effort estimates, and resolution strategy. Use when asked to audit technical debt, create a debt register, prioritize tech debt for a quarter, document architectural shortcuts, or build a debt reduction roadmap. Produces a structured technical debt register covering debt inventory by category, business impact per item, effort and priority scores, top-item resolution plans, and a quarterly debt reduction roadmap.
Build a structured sales forecast framework for any business or team. Use when asked to build a sales forecast, create a revenue model, project pipeline, or build a bottom-up forecast. Produces a forecast methodology, pipeline model, scenario analysis, and assumption log.
Write a service catalog entry for a microservice or internal platform service — covering service identity, purpose, architecture context, SLAs, API contract summary, data classification, dependencies, operational runbooks, and known limitations. Use when asked to document a service for an internal developer portal, write a service README for a platform catalog, create a service overview page, or onboard a new service to a service registry. Produces a complete service catalog entry suitable for an internal developer portal or wiki.
Build and maintain a project or product risk register. Use when asked to create a risk register, identify project risks, build a risk matrix, or document risks and mitigations for a programme. Produces a complete risk register with likelihood/impact scoring, RAG status, ownership, and prioritised mitigations.
Create a structured vendor evaluation framework for any procurement decision. Use when asked to evaluate vendors, compare suppliers, run an RFP scoring process, or assess a software or service provider. Produces a weighted scorecard, evaluation criteria, and recommendation framework.
Plan user flows and screen states for a Figma design before any designing starts. Use when asked to plan a user flow, map out screens for a feature, define screen states, plan a Figma file structure, or work out what needs to be designed before opening Figma. Produces a complete flow map with all screens, states, entry/exit points, and a suggested Figma page structure.
Write a structured monthly or quarterly investor update. Use when asked to write an investor update, investor newsletter, board update, or startup progress report for investors. Produces a clear, credible update with highlights, metrics, challenges, and asks — in the format investors actually want to read.
Interpret product metrics against goals and surface actionable signals. Use when asked to analyse product health, review key metrics, investigate a performance issue, produce a health report, or assess product-market fit signals. Produces a structured health report with RAG status, trend analysis, root cause hypotheses, and prioritised actions.
Structure a PM's weekly review and planning session. Use when doing a weekly PM review, writing a weekly update, preparing for Monday planning, or reviewing sprint health. Produces a shareable weekly update covering metrics movement, shipping progress, blockers, insights, and next week's top 3 priorities.
Write a professional press release for any announcement. Use when asked to write a press release, media announcement, news release, or press statement. Produces a structured press release with headline, dateline, body, boilerplate, and media contact — ready to send to journalists.
Build a framework for creating shareable, high-reach social media content. Use when asked to plan viral content, develop a shareable content strategy, create a hook writing system, or build a repeatable process for content that gets shared. Produces a platform-specific viral content framework with hook formulas, content structures, shareability triggers, and a content testing system.
Write a product positioning document and messaging framework. Use when asked to define product positioning, write a positioning statement, build a messaging framework, or create a messaging hierarchy. Produces a complete positioning doc with category definition, target customer, differentiation, proof points, messaging pillars, and persona-specific messaging.
Generate the strategic story connecting a product roadmap to company goals in a form non-technical stakeholders can repeat. Use when asked to explain the roadmap, present strategy to leadership or the board, write the why behind the roadmap, create a narrative for all-hands, or make the roadmap tell a story. Produces a themed narrative with executive summary, progression arc, hard-question preparation, and what's-not-on-the-roadmap section.
Write a media pitch or press outreach email for any story or announcement. Use when asked to write a media pitch, journalist outreach email, press pitch, or story angle for PR. Produces a concise pitch with a compelling news angle, journalist-specific hook, and clear call to action.
Build a Quarterly Business Review (QBR) deck structure and narrative for a customer account. Use when asked to prepare a QBR, business review meeting, executive review, or quarterly check-in with a customer. Produces a slide-by-slide QBR structure with talking points, metrics review, value narrative, and mutual next steps.
Design a spacing and layout token system for a Figma design system. Use when asked to create a spacing system, define layout tokens, set up a grid system, build a spacing scale, or establish layout foundations for a Figma file. Produces a complete spacing scale, grid definition, component spacing conventions, and Figma implementation guide.
Build a customer journey map for a product, service, or experience. Use when asked to map a customer journey, create a user journey, document touchpoints and pain points, or design an experience map. Produces a complete journey map with stages, touchpoints, emotions, pain points, and prioritised opportunities.
Write an engineering RFC (Request for Comments) for a technical decision, architectural change, or significant implementation approach. Use when asked to write an RFC, document a technical proposal, create a design doc, write an architecture decision for review, or produce a technical specification for team feedback. Produces a complete RFC document covering problem statement, motivation, proposed solution, alternatives rejected, implementation plan, migration plan, security and performance implications, observability changes, rollout plan, and open questions.
Write a structured design brief for a Figma design task from a product requirement or feature request. Use when asked to write a design brief, create a design spec for Figma, turn a PRD into design requirements, or brief a designer on what to build in Figma. Produces a brief with goals, scope, user flows, components needed, constraints, and success criteria.
Write an executive summary for any document, report, or proposal. Use when asked to write an executive summary, management summary, briefing paper, or one-pager for senior stakeholders. Produces a structured summary that busy executives can read in under 3 minutes and act on.
Generate a prioritised compliance checklist for GDPR, SOC 2, ISO 27001, FCA, HIPAA, or other frameworks with a gap analysis. Use when asked for a compliance checklist, gap analysis, readiness assessment, or audit preparation for any regulatory framework. Produces a structured checklist with prioritised gaps, quick wins, and evidence requirements. Optimised for Opus 4.7 and newer models. Not a substitute for legal or compliance professional advice.
Write structured, balanced performance reviews from bullet-point inputs. Use when asked to write a performance review, self-assessment, peer review, 360 feedback, or manager evaluation. Produces a complete, fair, professionally written review covering achievements, areas for growth, and development goals.
Write a CI/CD pipeline playbook for a service or team. Use when asked to document a CI/CD pipeline, write a deployment process, define release gates, document build and test stages, or create a deployment guide. Produces a structured playbook covering pipeline stages, environment definitions, deployment gates, rollback procedures, and on-call responsibilities.
Review and summarise any contract or legal agreement. Use when asked to review a contract, check an agreement, flag legal risks, or summarise key clauses. Produces a structured review with key terms, flagged clauses, risk rating, and plain English summary. Not a substitute for qualified legal advice.
Audit a Figma component library for consistency, coverage gaps, and naming issues. Use when asked to audit components, review a design system, check component consistency, identify missing components, or assess Figma library health. Produces a structured audit report with issues prioritised by impact, naming recommendations, and a fix plan.
Generate a structured tax planning checklist and review framework for any individual or business context. Use when asked to review tax planning, prepare for year-end tax, check tax efficiency, or identify tax-saving opportunities. Produces a checklist of considerations, common reliefs, and a review framework. Not a substitute for qualified tax advice.
Design a structured lesson plan for any subject, audience, or format. Use when asked to write a lesson plan, course outline, teaching session, workshop curriculum, or training module. Produces a complete lesson plan with learning objectives, activities, timing, assessment, and differentiation guidance.
Build and maintain a project or product risk register. Use when asked to create a risk register, identify project risks, build a risk matrix, or document risks and mitigations for a programme. Produces a complete risk register with likelihood/impact scoring, RAG status, ownership, and prioritised mitigations.
Create structured roadmap presentations calibrated to any audience. Use when asked to build a product roadmap, present roadmap to leadership, create a roadmap slide, or communicate quarterly plans to execs, teams, or customers. Produces an audience-calibrated Now/Next/Later roadmap with strategic context, initiative tables, success metrics, and explicit deprioritisation rationale.
Write a B2B partnership proposal or business case. Use when asked to write a partnership proposal, draft a partnership brief, structure a co-marketing proposal, or create a business case for a strategic partnership. Produces a structured proposal with value proposition, partnership model, commercial terms, and mutual commitments.
Structure and write a literature review for any research topic. Use when asked to write a literature review, systematic review summary, narrative review, or research background section. Produces a structured review with thematic organisation, critical analysis, and gap identification.
Build a framework for creating shareable, high-reach social media content. Use when asked to plan viral content, develop a shareable content strategy, create a hook writing system, or build a repeatable process for content that gets shared. Produces a platform-specific viral content framework with hook formulas, content structures, shareability triggers, and a content testing system.
Interpret product metrics against goals and surface actionable signals. Use when asked to analyse product health, review key metrics, investigate a performance issue, produce a health report, or assess product-market fit signals. Produces a structured health report with RAG status, trend analysis, root cause hypotheses, and prioritised actions.
Generate the strategic story connecting a product roadmap to company goals in a form non-technical stakeholders can repeat. Use when asked to explain the roadmap, present strategy to leadership or the board, write the why behind the roadmap, create a narrative for all-hands, or make the roadmap tell a story. Produces a themed narrative with executive summary, progression arc, hard-question preparation, and what's-not-on-the-roadmap section.
Searches Reddit, X/Twitter, and the broader web for recent opinions, sentiment, and signal on any topic. Use when you need to know what real people are saying about a tool, product, trend, or event in the past 30 days — cutting through SEO content to surface genuine community reaction. Produces a structured report with consensus findings, pain points, positive signals, contrarian takes, source links, and a signal confidence rating.
Build the storyline and slide structure for a board presentation. Use when asked to create a board deck, board presentation narrative, board meeting slides, or quarterly board update. Produces a complete slide-by-slide structure with narrative beats, talking points, and slide content guidance.
Design a 360-degree feedback survey or write a structured 360 feedback report. Use when asked to build a 360 feedback process, write 360 feedback for a colleague, design a feedback survey, or produce a feedback report. Produces either a complete survey instrument with rating scales and open-ended questions, or a structured narrative feedback report with themes, strengths, and development areas.
Strips AI writing patterns from text and rewrites it to sound genuinely human by removing statistical defaults and injecting the specific signals that human writers produce. Use when a draft reads as AI-generated, over-polished, or rhythmically uniform — including blog posts, emails, LinkedIn posts, or any prose that needs to sound like a real person wrote it. Produces a pattern audit, side-by-side comparison, itemised change log, and clean rewritten output ready to paste.
Write an executive summary for any document, report, or proposal. Use when asked to write an executive summary, management summary, briefing paper, or one-pager for senior stakeholders. Produces a structured summary that busy executives can read in under 3 minutes and act on.
Write an API versioning strategy document for a service or API platform. Use when asked to define versioning policy, plan API deprecation, classify breaking changes, or document version lifecycle. Produces a complete versioning strategy with breaking-change classification table, deprecation timeline, migration guide template, and client communication template.
Build a Quarterly Business Review (QBR) deck structure and narrative for a customer account. Use when asked to prepare a QBR, business review meeting, executive review, or quarterly check-in with a customer. Produces a slide-by-slide QBR structure with talking points, metrics review, value narrative, and mutual next steps.
Synthesises user signals from multiple research sources into a unified, weighted insight brief. Use when you have data from interviews, support tickets, NPS verbatims, app reviews, or sales calls and need to reconcile contradictions, surface the underlying need behind requests, or answer 'what are users really telling us'. Produces ranked insights with confidence ratings, source weighting rationale, divergent signal analysis by user segment, and a research gap identification section.
Build a joint customer success plan for a specific account. Use when asked to create a success plan, joint success plan, mutual action plan, or customer onboarding plan. Produces a structured success plan with business goals, milestones, success metrics, ownership, and a 90-180 day roadmap.
Automates NotebookLM from Claude Code using browser automation via the Claude Chrome extension — creating notebooks, adding sources, and triggering outputs without manual clicking. Use when you want to create a NotebookLM notebook, add URLs or documents as sources, or generate mindmaps, audio overviews, or briefing docs programmatically. Produces a confirmed checklist of completed actions and a direct link to the notebook.
Activate a 4-stage coding discipline framework that forces Claude to plan before coding, isolate changes on a branch, write tests first, and self-review output twice before presenting it. Use when starting a complex coding task, when past Claude sessions produced broken first drafts, or when you want to prevent rework cycles. Produces a confirmed written plan, isolated feature branch, test-first implementation, and a double-reviewed output with a correctness and code-quality checklist.
Produce a capacity planning document for a service covering traffic forecasts, resource requirements, and scaling strategy. Use when asked to plan infrastructure capacity, forecast resource needs, model traffic growth, define scaling strategy, or produce a capacity review for a service. Produces a structured capacity plan covering current baseline metrics, growth projections, resource requirements per tier, scaling strategy, cost projections, capacity triggers, and an infrastructure action roadmap.
Design a microservices decomposition for a monolith or new system, defining service boundaries, ownership, communication patterns, and migration plan. Use when asked to decompose a monolith, define service boundaries, design a microservices architecture, or plan a strangler-fig migration. Produces a bounded context map, service inventory table, communication pattern decisions, data ownership matrix, migration roadmap, and risk register.
Write a STRIDE-based threat model for a service or feature. Use when asked to produce a threat model, document security risks, identify attack vectors, assess a service's security posture, or prepare for a security design review. Produces a structured threat model covering assets, trust boundaries, STRIDE threat enumeration per component, risk scores, mitigation controls, and residual risk sign-off.
Plan a team offsite from goals to full agenda. Use when asked to plan a team offsite, away day, team retreat, quarterly offsite, or team-building event. Produces a full agenda, session designs, facilitation notes, and logistics checklist.
Extract pixel-level data from an image of a chart or graph and produce a structured data table. Use when asked to extract data from a chart image, transcribe numbers from a graph, digitise a chart, or turn a screenshot of data into a table. Produces a structured table with extracted values, confidence levels, and a reconstructed chart source. Best used with Claude Opus 4.7 or newer for reliable chart data extraction.
Build a structured account plan for any key customer or target account. Use when asked to create an account plan, key account strategy, strategic account review, or territory plan. Produces a complete account plan with relationship map, growth opportunities, risks, and 90-day action plan.
Generate a structured interview scorecard and interview guide for any role. Use when asked to create a hiring rubric, interview scorecard, structured interview guide, or assessment criteria for a job. Produces a scorecard with competencies, behavioural questions, and scoring guidance.
Design an employee engagement survey and analyse results. Use when asked to create an employee survey, engagement questionnaire, pulse survey, or eNPS survey. Also use when asked to analyse survey results. Produces a complete survey with questions, rating scales, and an analysis framework.
Plan user flows and screen states for a Figma design before any designing starts. Use when asked to plan a user flow, map out screens for a feature, define screen states, plan a Figma file structure, or work out what needs to be designed before opening Figma. Produces a complete flow map with all screens, states, entry/exit points, and a suggested Figma page structure.
Write a structured grant proposal or funding application for any grant type. Use when asked to write a grant proposal, funding application, research grant, charitable grant, or innovation fund application. Produces a complete proposal with project summary, rationale, methodology, impact, and budget narrative.
Create a structured UX research plan for any product question or feature. Use when asked to write a research plan, design a user study, create a discussion guide, write screener questions, or plan usability testing. Produces a full research plan with objectives, methodology, screener, discussion guide, and synthesis framework.
Extract pixel-level data from an image of a chart or graph and produce a structured data table. Use when asked to extract data from a chart image, transcribe numbers from a graph, digitise a chart, or turn a screenshot of data into a table. Produces a structured table with extracted values, confidence levels, and a reconstructed chart source. Best used with Claude Opus 4.7 or newer for reliable chart data extraction.
Create a structured change management plan for any organisational change. Use when asked to write a change management plan, manage a change initiative, plan a system rollout, or lead an organisational transformation. Produces a plan covering stakeholder analysis, impact assessment, communication strategy, and resistance management.
Build a structured account plan for any key customer or target account. Use when asked to create an account plan, key account strategy, strategic account review, or territory plan. Produces a complete account plan with relationship map, growth opportunities, risks, and 90-day action plan.
Generate a structured content calendar for any brand, product, or creator. Use when asked for a content plan, editorial calendar, social media schedule, or weekly/monthly content strategy. Produces a calendar with topics, formats, channels, and copy hooks.
Generate a tailored code review checklist for any pull request based on the language, type of change, and risk level. Use when asked to review code, check a PR, review a pull request, or generate a code review checklist. Produces a focused checklist with language-specific checks, risk-level-appropriate depth, and a clear approve/request-changes recommendation.
Write clear, developer-facing API documentation. Use when asked to document an API endpoint, write API reference docs, create a developer guide, or turn a raw spec/Postman collection into documentation. Produces endpoint documentation with descriptions, parameters, request/response examples, and error codes.
Design an ETL/ELT data pipeline specification. Use when asked to design a data pipeline, spec an ETL or ELT process, document a data ingestion workflow, or plan a data integration. Produces a complete pipeline spec with sources, transforms, destinations, SLAs, error handling, and data quality rules.
Structure AI and ML product decisions with the rigour of any product decision. Use when building AI-powered features, evaluating LLM integrations, designing AI products, or assessing AI readiness. Produces a complete AI product canvas covering problem definition, model approach, data requirements, evaluation framework, UX design, responsible AI checklist, and launch monitoring plan.
Conduct a structured ethical review of an AI or ML feature, model, or product. Use when preparing to deploy an AI system, assessing algorithmic risk, auditing a model for bias, or producing a responsible AI impact assessment. Produces a structured ethics review covering fairness, transparency, privacy, safety, accountability, and societal impact with a risk tier score, pre-deployment checklist, and prioritised mitigations.
Create structured technical specification documents that bridge product requirements and engineering implementation. Use when writing a tech spec, engineering spec, system design doc, or API specification. Produces a complete spec with problem statement, proposed solution, data model, API design, alternatives considered, security considerations, testing plan, and rollout strategy.
Scores features using both RICE and strategic alignment for nuanced prioritisation. Use when asked to prioritise features, build a priority matrix, combine quantitative scoring with strategic fit, or decide what to build next with multiple competing initiatives. Produces a scored priority matrix with RICE scores, strategic alignment ratings, quadrant placement, and sequencing recommendations.
Write a structured sales proposal or commercial proposal for any deal. Use when asked to write a proposal, sales proposal, commercial proposal, statement of work, or quote document. Produces a complete proposal with problem statement, solution, investment, and next steps.
Convert a business question into a complete dashboard specification. Use when asked to design a dashboard, create a dashboard spec or brief, plan a BI report, or define what charts and metrics a dashboard should include. Produces a structured spec with metrics, dimensions, chart types, filters, and layout guidance.
Build the storyline and slide structure for a board presentation. Use when asked to create a board deck, board presentation narrative, board meeting slides, or quarterly board update. Produces a complete slide-by-slide structure with narrative beats, talking points, and slide content guidance.
Extract and risk-rate hidden assumptions in a product brief or PRD. Use when asked to review a product brief for assumptions, audit a PRD for risks, find hidden assumptions, validate product plans, or run an assumption analysis. Produces a prioritised assumption map with confidence and impact scores, recommended validation methods, and critical assumption flags.
Write well-structured user stories with acceptance criteria and edge cases. Use when asked to write user stories, create tickets from a feature brief, convert a PRD into stories, or write acceptance criteria. Produces ready-to-estimate stories in the standard format with clear acceptance criteria, edge cases, and definition of done.
Create a structured vendor evaluation framework for any procurement decision. Use when asked to evaluate vendors, compare suppliers, run an RFP scoring process, or assess a software or service provider. Produces a weighted scorecard, evaluation criteria, and recommendation framework.
Write Jobs-to-be-Done (JTBD) job stories and map customer jobs across functional, social, and emotional dimensions. Use when defining user needs, writing job stories, conducting JTBD research, or reframing features around customer outcomes. Produces a job story map with opportunity scoring, pain intensity ratings, and product opportunity analysis.
Write a weekly engineering status report for a team, service, or initiative. Use when asked to write a team update, weekly engineering report, sprint status email, or standing team communication to stakeholders. Produces a concise, scannable weekly report covering shipping progress, metrics, decisions, blockers, and next-week priorities.
Write a professional press release for any announcement. Use when asked to write a press release, media announcement, news release, or press statement. Produces a structured press release with headline, dateline, body, boilerplate, and media contact — ready to send to journalists.
Audit a design system for consistency, coverage, and quality. Use when asked to audit a design system, review a component library, assess design token coverage, or evaluate the health of a shared design system. Produces a structured audit with a health score, component coverage gaps, token inconsistencies, accessibility issues, and a prioritised remediation roadmap.
Build a structured sales forecast framework for any business or team. Use when asked to build a sales forecast, create a revenue model, project pipeline, or build a bottom-up forecast. Produces a forecast methodology, pipeline model, scenario analysis, and assumption log.
Create an Architecture Decision Record (ADR) for any technical decision. Use when asked to document a technical decision, write an ADR, record an architecture choice, or capture why a technology or approach was selected. Produces a structured ADR with context, decision, consequences, and tradeoffs.
Write a disaster recovery plan for a service or system — covering RPO/RTO targets, failure scenario runbooks, backup and restore procedures, DR testing cadence, and communication templates. Use when asked to write a DR plan, document failover procedures, create recovery runbooks, define RTO/RPO targets, or prepare for a disaster recovery game day. Produces a full DR document with per-scenario recovery runbooks, backup validation procedures, testing schedule, and communication templates.
Produce properly-formatted tracked changes for a Word document. Use when asked to redline a document, suggest edits to a contract or document, create tracked changes for review, or mark up a document with proposed revisions. Produces a complete redline with insertions, deletions, and margin comments that can be applied to the source document. Best used with Claude Opus 4.7 or newer for reliable tracked changes handling.
Write and sequence multi-email nurture or launch campaigns. Use when asked for an email sequence, drip campaign, onboarding emails, product launch emails, or nurture flow. Produces subject lines, preview text, full email body, and send-timing recommendations for each email in the sequence.
Define a RACI matrix for a cross-functional project or process. Use when asked to build a RACI, create a responsibility matrix, clarify ownership across teams, or document decision rights. Produces a complete RACI matrix with role definitions, decision mapping, and a process for resolving conflicts.
Generate a WCAG 2.2 accessibility audit checklist and remediation suggestions for any UI or design. Use when asked to audit for accessibility, check WCAG compliance, review a design for a11y issues, or create an accessibility remediation plan. Produces a prioritised checklist with pass/fail assessments and specific fixes.
Audits project dependencies for security vulnerabilities, license compliance issues, outdated packages, and transitive dependency risk. Use when asked to audit dependencies, review package security, check license compliance, assess dependency health, or produce a vulnerability report. Produces a vulnerability findings table, license compliance matrix, update priority matrix, dependency health score, and 30-day remediation plan.
Write a clear, structured pull request description from a git diff, branch summary, or commit list. Use when asked to write a PR description, draft a pull request, or document code changes. Produces a description with summary, motivation, changes made, testing steps, and reviewer guidance.
Document or design a database schema with entity relationships, table definitions, constraints, indexes, and access patterns. Use when asked to design a database, document an existing schema, model entities and relationships, define table structures, plan an index strategy, or produce a data model for review. Produces a structured schema document covering an ER diagram, table DDL definitions, index strategy, access pattern analysis, normalization decisions, and migration notes.
Turn financial model outputs into a clear written narrative. Use when asked to write a financial narrative, explain a financial model, summarise a P&L, or translate spreadsheet numbers into a board-ready story. Produces an executive narrative with key insights, drivers, and forward-looking commentary.
Structure a PM's weekly review and planning session. Use when doing a weekly PM review, writing a weekly update, preparing for Monday planning, or reviewing sprint health. Produces a shareable weekly update covering metrics movement, shipping progress, blockers, insights, and next week's top 3 priorities.
Write an operational runbook for a service, incident type, or deployment procedure. Use when asked to write a runbook, create an ops guide, document an operational procedure, or prepare an incident response playbook. Produces a runbook with overview, prerequisites, step-by-step procedures, rollback steps, troubleshooting table, and escalation paths.
Define and document performance budgets for a web service or application. Use when asked to set performance targets, define SLOs for latency or throughput, establish Core Web Vitals targets, create a performance baseline, or document performance regression policy. Produces a structured performance budget covering key user journeys, Core Web Vitals, backend latency SLOs, measurement tooling, CI enforcement, and breach response process.
Generate structured developer handoff annotations for a Figma screen or component. Use when asked to write Figma annotations, create dev handoff notes, document a Figma design for developers, or write specs for a screen. Produces a complete annotation set covering interactions, states, spacing, accessibility, and edge cases.
Generate a prioritised compliance checklist for GDPR, SOC 2, ISO 27001, FCA, HIPAA, or other frameworks with a gap analysis. Use when asked for a compliance checklist, gap analysis, readiness assessment, or audit preparation for any regulatory framework. Produces a structured checklist with prioritised gaps, quick wins, and evidence requirements. Optimised for Opus 4.7 and newer models. Not a substitute for legal or compliance professional advice.
Design a spacing and layout token system for a Figma design system. Use when asked to create a spacing system, define layout tokens, set up a grid system, build a spacing scale, or establish layout foundations for a Figma file. Produces a complete spacing scale, grid definition, component spacing conventions, and Figma implementation guide.
Build an engineering hiring rubric and technical interview scorecard for evaluating software engineers at a specific level. Use when asked to create an interview rubric, design a hiring process, build a technical scorecard, or standardize engineer evaluation. Produces a full interview scorecard, behavioral question bank, technical question set with evaluation criteria, system design rubric, and debrief agenda.
Define component variants and states systematically for Figma. Use when asked to plan component variants, define states for a component, set up a Figma variant matrix, or work out what properties a component needs before building it. Produces a complete variant matrix with all properties, values, and combinations needed.
Write a structured clinical case summary or case presentation. Use when asked to write a clinical case summary, case presentation, patient case report, or clinical handover. Produces a structured summary using SBAR or SOAP format. For educational and documentation purposes only — not a substitute for clinical judgement.
Design statistically rigorous A/B tests for product features, UI changes, onboarding flows, and pricing experiments. Use when asked to set up an experiment, design an A/B test, calculate sample size, or interpret test results. Produces a complete test plan with hypothesis, variant definitions, sample size, duration estimate, guardrail metrics, and a results interpretation guide.
Write a local development environment setup guide for a service or project — covering prerequisites, repository setup, environment variables, local service dependencies, database seeding, running the service, running tests, common gotchas, IDE recommendations, and first-contribution checklist. Use when asked to write a dev setup guide, create onboarding documentation for engineers, document local environment setup, or write a getting-started guide for a codebase. Produces a complete setup guide that a new engineer can follow from zero to running tests in under 30 minutes, with a troubleshooting section for the most common setup failures.
Runs a pre-handoff QA checklist on a Figma design before it goes to engineering. Use when asked to QA a Figma design, do a pre-handoff check, or validate a Figma file is ready to build. Produces a structured QA report covering file hygiene, component usage, accessibility, and handoff readiness with explicit pass/fail status per item. Optimised for Opus 4.7 and newer models.
Write a product positioning document and messaging framework. Use when asked to define product positioning, write a positioning statement, build a messaging framework, or create a messaging hierarchy. Produces a complete positioning doc with category definition, target customer, differentiation, proof points, messaging pillars, and persona-specific messaging.
Design statistically rigorous A/B tests and interpret experiment results. Use when asked to design an experiment, run an A/B test, calculate sample size, interpret test results, or assess whether an experiment was successful. Produces a complete experiment design with hypothesis, sample size, run time, success criteria, and risk flags — or a results interpretation with ship/iterate/kill recommendation.
Build a community management playbook for a brand's social media channels. Use when asked to create guidelines for managing comments, DMs, and community interactions, define a moderation policy, or build response frameworks for social media community managers. Produces a complete playbook with response templates, escalation paths, moderation rules, and tone guidelines.
Write a structured project status report for any project. Use when asked to write a project update, status report, RAG report, project dashboard narrative, or weekly project communication. Produces a clear status report with RAG ratings, milestone progress, risks, and decisions needed.
Write a media pitch or press outreach email for any story or announcement. Use when asked to write a media pitch, journalist outreach email, press pitch, or story angle for PR. Produces a concise pitch with a compelling news angle, journalist-specific hook, and clear call to action.
Generate a structured sprint brief from sprint data and goals. Use when asked to write a sprint brief, create a sprint summary, document sprint goals and scope, or produce a team-facing sprint overview. Produces a scannable brief with sprint goal, rationale, grouped work, critical path, risks, and definition of done.
Document and prioritize a technical debt backlog with business impact, effort estimates, and resolution strategy. Use when asked to audit technical debt, create a debt register, prioritize tech debt for a quarter, document architectural shortcuts, or build a debt reduction roadmap. Produces a structured technical debt register covering debt inventory by category, business impact per item, effort and priority scores, top-item resolution plans, and a quarterly debt reduction roadmap.
Write a structured monthly or quarterly investor update. Use when asked to write an investor update, investor newsletter, board update, or startup progress report for investors. Produces a clear, credible update with highlights, metrics, challenges, and asks — in the format investors actually want to read.
Design a 360-degree feedback survey or write a structured 360 feedback report. Use when asked to build a 360 feedback process, write 360 feedback for a colleague, design a feedback survey, or produce a feedback report. Produces either a complete survey instrument with rating scales and open-ended questions, or a structured narrative feedback report with themes, strengths, and development areas.
Map stakeholders for a product decision and produce a tailored influence strategy with talking points. Use when asked to get alignment, build consensus, get buy-in from engineering or finance or legal, navigate organisational resistance, or plan stakeholder conversations for a major initiative. Produces a stakeholder map, recommended conversation sequence, and tailored talking points per stakeholder.
Write a structured research protocol or study design document. Use when asked to write a research protocol, study protocol, research plan, methodology section, or research proposal. Produces a complete protocol with objectives, methodology, ethical considerations, and analysis plan.
Generate a WCAG 2.2 accessibility audit checklist and remediation suggestions for any UI or design. Use when asked to audit for accessibility, check WCAG compliance, review a design for a11y issues, or create an accessibility remediation plan. Produces a prioritised checklist with pass/fail assessments and specific fixes.
Audit a PowerPoint presentation for layout issues, text overflow, visual hierarchy problems, and consistency gaps. Use when asked to review a slide deck, check a presentation before a meeting, audit slides for layout problems, or QA a deck before sharing. Produces a slide-by-slide report with issues ranked by severity and specific fixes. Best used with Claude Opus 4.7 or newer for reliable slide-level vision analysis.
Write a service catalog entry for a microservice or internal platform service — covering service identity, purpose, architecture context, SLAs, API contract summary, data classification, dependencies, operational runbooks, and known limitations. Use when asked to document a service for an internal developer portal, write a service README for a platform catalog, create a service overview page, or onboard a new service to a service registry. Produces a complete service catalog entry suitable for an internal developer portal or wiki.
Scrapes a Substack Notes page and exports engagement data to a formatted .xlsx file. Use when asked to download, analyse, or export Substack Notes performance data including likes, comments, and restacks. Produces a formatted spreadsheet with conditional formatting, summary stats, and per-note engagement metrics.
Audit an existing social media presence across all active platforms. Use when asked to review social media performance, analyse a brand's social presence, benchmark against competitors, or identify what's working and what isn't. Produces a scored audit with platform-by-platform analysis, content performance review, competitive benchmarking, and a prioritised action plan.
Analyses sprint delivery data and produces a structured retrospective brief. Use when asked to run a retrospective, analyse sprint data, prepare a retro brief, or turn sprint metrics into discussion prompts. Produces a data-grounded retrospective brief with completion stats, pattern analysis, Start/Stop/Continue prompts, and one concrete experiment for next sprint.
Plan and write a paid social advertising campaign. Use when asked to build a paid social campaign, create Meta/LinkedIn/TikTok/X ad copy, define a social ad strategy, or plan an advertising funnel across social platforms. Produces a complete campaign plan with audience targeting, ad set structure, copy for each ad format, budget allocation, and measurement framework.
Transform feature briefs into structured design briefs that give designers the context they need before opening Figma. Use when asked to write a design brief, create a design handoff, brief a designer on a new feature, or translate a PRD into design requirements. Produces a brief with user goal, emotional context, success criteria, constraints, edge cases, and out-of-scope boundaries.
Structure pricing strategy decisions, packaging options, and tier design for SaaS and digital products. Use when reviewing or setting pricing, designing pricing tiers, evaluating freemium vs paid, or preparing a pricing change. Produces a pricing strategy recommendation with model rationale, tier structure, competitive positioning, and rollout plan.
Generate article or newsletter thumbnail candidates using the Gemini API from inside Claude Code. Claude reads article copy, proposes composition concepts, writes image generation prompts incorporating brand specs, calls Gemini to generate the images, evaluates the results via computer vision, and returns ranked candidates with rationale. Use when asked to create thumbnails, generate cover images, or produce visual candidates for an article or newsletter.
Structure a complete system design answer for interview questions or real architecture sessions. Use when asked to design a system, answer a system design interview question, or architect a solution at scale. Produces a structured answer covering requirements, capacity estimates, high-level design, component deep-dives, trade-offs, and follow-up considerations.
Build a community management playbook for a brand's social media channels. Use when asked to create guidelines for managing comments, DMs, and community interactions, define a moderation policy, or build response frameworks for social media community managers. Produces a complete playbook with response templates, escalation paths, moderation rules, and tone guidelines.
Build a structured renewal playbook for a customer account. Use when asked to plan a renewal, structure a renewal negotiation, prepare for an expansion conversation, or build a renewal strategy for at-risk or healthy accounts. Produces a renewal brief with health assessment, negotiation strategy, objection responses, expansion levers, and a timeline.
Generate a tailored code review checklist for any pull request based on the language, type of change, and risk level. Use when asked to review code, check a PR, review a pull request, or generate a code review checklist. Produces a focused checklist with language-specific checks, risk-level-appropriate depth, and a clear approve/request-changes recommendation.
Design statistically rigorous A/B tests for product features, UI changes, onboarding flows, and pricing experiments. Use when asked to set up an experiment, design an A/B test, calculate sample size, or interpret test results. Produces a complete test plan with hypothesis, variant definitions, sample size, duration estimate, guardrail metrics, and a results interpretation guide.
Prepare a structured discovery call plan for any prospect. Use when asked to prepare for a sales call, discovery call, prospect meeting, or first call with a potential customer. Produces a call brief with research, hypotheses, questions, and success criteria.
Structure a retention analysis, churn investigation, or engagement deep-dive for any product team. Use when asked to analyse user retention, investigate churn, measure DAU/MAU, or build a retention improvement plan. Produces a retention snapshot with root cause hypotheses, aha-moment correlation, and prioritised interventions.
Produce a structured budget variance analysis from actual vs budget figures. Use when asked to analyse budget variances, explain underspend or overspend, write a variance commentary, or investigate why actuals differ from plan. Produces a categorised variance table with root cause analysis and management commentary.
Build the narrative and slide structure for an investor pitch deck. Use when asked to create a pitch deck, investor presentation, fundraising deck, or startup pitch. Produces a slide-by-slide structure with narrative beats, key messages, and what each slide must prove to an investor.
Write an API versioning strategy document for a service or API platform. Use when asked to define versioning policy, plan API deprecation, classify breaking changes, or document version lifecycle. Produces a complete versioning strategy with breaking-change classification table, deprecation timeline, migration guide template, and client communication template.
Write a feature flag management guide and lifecycle playbook for a service or team — covering flag taxonomy, creation checklist, rollout strategy, monitoring requirements, cleanup policy, and governance. Use when asked to document feature flag practices, create a flag rollout plan, write a feature flag policy, or guide a team on flag lifecycle management. Produces a flag lifecycle playbook, taxonomy reference, per-flag creation template, rollout decision tree, and cleanup checklist.
Conduct a structured ethical review of an AI or ML feature, model, or product. Use when preparing to deploy an AI system, assessing algorithmic risk, auditing a model for bias, or producing a responsible AI impact assessment. Produces a structured ethics review covering fairness, transparency, privacy, safety, accountability, and societal impact with a risk tier score, pre-deployment checklist, and prioritised mitigations.
Structure AI and ML product decisions with the rigour of any product decision. Use when building AI-powered features, evaluating LLM integrations, designing AI products, or assessing AI readiness. Produces a complete AI product canvas covering problem definition, model approach, data requirements, evaluation framework, UX design, responsible AI checklist, and launch monitoring plan.
Tailors a CV and cover letter to a specific job description. Use when asked to write a cover letter, tailor a CV or resume, optimise for ATS, match a job description, or prepare a job application. Produces an ATS-optimised tailored CV summary and a personalised cover letter aligned to the role's requirements.
Produce a capacity planning document for a service covering traffic forecasts, resource requirements, and scaling strategy. Use when asked to plan infrastructure capacity, forecast resource needs, model traffic growth, define scaling strategy, or produce a capacity review for a service. Produces a structured capacity plan covering current baseline metrics, growth projections, resource requirements per tier, scaling strategy, cost projections, capacity triggers, and an infrastructure action roadmap.
Structure a product data analysis, metric deep-dive, funnel analysis, or cohort study. Use when asked to analyse product metrics, investigate a drop in conversion, explain a data change to stakeholders, or find the root cause of a metric movement. Produces a structured analysis with question, root cause, confidence level, and recommended action.
Write clear, developer-facing API documentation. Use when asked to document an API endpoint, write API reference docs, create a developer guide, or turn a raw spec/Postman collection into documentation. Produces endpoint documentation with descriptions, parameters, request/response examples, and error codes.
Write a safe, zero-downtime database migration plan for a schema change. Use when asked to plan a database migration, design a zero-downtime schema change, document an expand/contract migration, produce a rollback procedure for a database change, or coordinate a database schema update with a deployment. Produces a structured migration plan covering migration objectives, backward compatibility analysis, expand/contract phase breakdown, exact SQL, rollback steps per phase, data validation queries, and a deployment runbook.
Write a structured escalation brief for an at-risk customer account. Use when an account has escalated, when a customer is threatening churn, when a P1 customer issue needs executive attention, or when preparing an internal save play. Produces a crisp escalation brief with account context, timeline, root cause, business impact, and a clear resolution plan.
Structure and format meeting notes following PM best practices. Use when asked to create meeting notes, format discussion notes, capture action items, or document decisions from any meeting type. Produces structured notes with decisions, action items (owner + deadline), open questions, and next steps.
Create a structured change management plan for any organisational change. Use when asked to write a change management plan, manage a change initiative, plan a system rollout, or lead an organisational transformation. Produces a plan covering stakeholder analysis, impact assessment, communication strategy, and resistance management.
Create an Architecture Decision Record (ADR) for any technical decision. Use when asked to document a technical decision, write an ADR, record an architecture choice, or capture why a technology or approach was selected. Produces a structured ADR with context, decision, consequences, and tradeoffs.
Runs a PM-perspective design critique focused on product outcomes and user goals, not aesthetics. Use when asked for a PM design critique, a product review of a Figma design, or feedback from a product perspective without needing to be a designer. Produces structured outcome-based feedback tied to user goals, business metrics, and requirement coverage.
Produce a structured budget variance analysis from actual vs budget figures. Use when asked to analyse budget variances, explain underspend or overspend, write a variance commentary, or investigate why actuals differ from plan. Produces a categorised variance table with root cause analysis and management commentary.
Write a Standard Operating Procedure (SOP) for any operational task. Use when asked to write an SOP, standard operating procedure, work instruction, or operating manual. Produces a formal SOP with purpose, scope, procedure steps, quality checks, and version control.
Activate a 4-stage coding discipline framework that forces Claude to plan before coding, isolate changes on a branch, write tests first, and self-review output twice before presenting it. Use when starting a complex coding task, when past Claude sessions produced broken first drafts, or when you want to prevent rework cycles. Produces a confirmed written plan, isolated feature branch, test-first implementation, and a double-reviewed output with a correctness and code-quality checklist.
Create a structured user discovery interview guide with screener questions, a discussion guide, and a synthesis framework. Use when planning user interviews, customer discovery sessions, Jobs-to-be-Done research, or problem validation. Produces a complete guide covering warm-up, problem exploration, and a per-session synthesis template.
Structure vague opportunities and unclear briefs into actionable one-page problem statements. Use when asked to clarify a vague brief, frame an undefined problem, make sense of an unclear opportunity, or when the user says 'we need to figure out what to do about X' or 'I've been asked to look into Y'. Produces a structured problem brief with reframed questions, scoped boundaries, and a minimum viable research plan.
Extract and risk-rate hidden assumptions in a product brief or PRD. Use when asked to review a product brief for assumptions, audit a PRD for risks, find hidden assumptions, validate product plans, or run an assumption analysis. Produces a prioritised assumption map with confidence and impact scores, recommended validation methods, and critical assumption flags.
Plan prototype interactions and flows for user testing in Figma. Use when asked to plan a Figma prototype, set up prototype interactions, define what to prototype for a user test, or prepare a Figma prototype for usability testing. Produces a prototype scope, interaction specification, test task scripts, and Figma setup guide.
Create a competitive sales battlecard for any competitor. Use when asked to build a battlecard, competitive comparison, sales cheat sheet, or objection handling guide for a specific competitor. Produces a one-page battlecard with positioning, differentiators, objection responses, and landmines.
Write a monitoring setup guide for a service — defining what to measure, how to alert on it, and how to build the observability stack covering the four golden signals, business metrics, log strategy, distributed tracing, alerting rules, dashboard layout, and observability debt. Use when asked to set up monitoring for a service, define alerting strategy, write an observability plan, create a dashboard specification, or document logging standards for a team. Produces a metric definitions table, alert rules specification, dashboard layout wireframe, log schema, tracing setup checklist, and monitoring gap analysis.
Write a structured clinical case summary or case presentation. Use when asked to write a clinical case summary, case presentation, patient case report, or clinical handover. Produces a structured summary using SBAR or SOAP format. For educational and documentation purposes only — not a substitute for clinical judgement.
Runs a structured team health assessment across key dimensions. Use when asked to run a team health check, assess team morale, facilitate a retrospective on ways of working, or evaluate team dynamics. Produces a health assessment with RAG status per dimension, underlying signals, and prioritised improvement actions with named owners.
Runs a structured PM design review against product requirements. Use when asked to review a Figma design, check a design against requirements, or assess whether a design meets the product spec. Produces a requirements coverage check, UX concerns, open questions, and an explicit approval status — approved, approved with conditions, or not approved.
Write a CI/CD pipeline playbook for a service or team. Use when asked to document a CI/CD pipeline, write a deployment process, define release gates, document build and test stages, or create a deployment guide. Produces a structured playbook covering pipeline stages, environment definitions, deployment gates, rollback procedures, and on-call responsibilities.
Write an on-call runbook for a service — covering alert definitions, escalation paths, common incident responses, and on-call handoff procedures. Use when asked to write an on-call guide, create alert runbooks, document escalation procedures, or prepare an on-call handoff document. Produces a structured on-call runbook with per-alert response procedures, escalation matrix, diagnostic commands, and handoff template.
Create a structured brief for an influencer or creator partnership campaign. Use when asked to brief an influencer, plan a creator collaboration, set up a paid partnership, or define deliverables for a sponsored content campaign. Produces a complete campaign brief with objectives, deliverables, creative guidelines, approval process, and performance metrics.
Create a structured SEO content brief for any target keyword or topic. Use when asked to write an SEO brief, content brief, keyword brief, or content strategy document. Produces a complete brief with target keyword, search intent, outline, competitor insights, internal links, and on-page SEO guidance.
Interviews you across 15 questions to capture your role, topics, sources, exclusions, and format preferences, then writes a master prompt you can paste into a scheduled task or Claude Code Routine. Use when you want to set up a personalised daily news brief, build a reusable morning news prompt, or create an automated intelligence briefing. Produces a confirmed summary of your preferences, a ready-to-paste master prompt, and setup instructions for both Cowork Scheduled Tasks and Claude Code Routines.
Build a customer journey map for a product, service, or experience. Use when asked to map a customer journey, create a user journey, document touchpoints and pain points, or design an experience map. Produces a complete journey map with stages, touchpoints, emotions, pain points, and prioritised opportunities.
Design and facilitate any workshop, working session, or collaborative meeting. Use when asked to plan a workshop, design a facilitated session, run a ideation session, or create a workshop agenda. Produces a complete facilitation guide with session design, activity instructions, timing, and materials.
Draft a structured legal brief, case summary, or legal argument outline. Use when asked to write a legal brief, case note, legal memo, argument outline, or position paper. Produces a structured document using IRAC format (Issue, Rule, Application, Conclusion).
Document any business process in a clear, structured format. Use when asked to document a process, write a process guide, create a workflow document, or map out how something works. Produces a complete process document with steps, roles, inputs, outputs, and edge cases.
Write a clear, inclusive, and structured job description for any role. Use when asked to write a job description, job posting, JD, or job advert. Produces a complete JD with role summary, responsibilities, requirements, and inclusive language review.
Define Service Level Objectives (SLOs) and an error budget policy for a service. Use when asked to write SLOs, define SLIs, calculate an error budget, set reliability targets, or create an error budget policy. Produces a complete SLO document with SLI definitions, target calculation, error budget policy, burn rate alerts, and review cadence.
Create a structured 30/60/90-day onboarding plan for any new hire. Use when asked to write an onboarding plan, new hire plan, 30-60-90 day plan, or first 90 days roadmap. Produces a week-by-week plan with milestones, meetings, learning goals, and success criteria.
Build a social media strategy for a brand, product, or creator. Use when asked to create a social media strategy, define a social content strategy, plan content pillars, set social KPIs, or build a posting framework. Produces a complete strategy with audience definition, platform selection, content pillars, posting cadence, KPIs, and a 4-week starter calendar.
Structure vague opportunities and unclear briefs into actionable one-page problem statements. Use when asked to clarify a vague brief, frame an undefined problem, make sense of an unclear opportunity, or when the user says 'we need to figure out what to do about X' or 'I've been asked to look into Y'. Produces a structured problem brief with reframed questions, scoped boundaries, and a minimum viable research plan.
Analyses a Non-Disclosure Agreement clause by clause and flags unusual terms, one-sided provisions, and negotiation points. Use when reviewing an NDA, mutual NDA, confidentiality agreement, or non-disclosure deed before signing or countering. Produces a plain English verdict, clause-by-clause risk analysis, and a prioritised negotiation checklist — always with a disclaimer that qualified legal advice is required before signing.
Generate a financial due diligence checklist and analysis framework for any investment, acquisition, or partnership. Use when asked for a due diligence checklist, M&A financial review, investment analysis framework, or vendor financial assessment. Produces a document request list, key analytical questions, red flags checklist, and a summarised financial health assessment.
Build a technology radar for an engineering team, categorizing technologies into Adopt/Trial/Assess/Hold quadrants following the ThoughtWorks Tech Radar format. Use when asked to create a tech radar, evaluate the team's technology landscape, categorize tools and frameworks, or establish a technology strategy. Produces a full tech radar with quadrant tables, individual blip rationales, a decision trail, and a maintenance process guide.
Write a structured design brief for a Figma design task from a product requirement or feature request. Use when asked to write a design brief, create a design spec for Figma, turn a PRD into design requirements, or brief a designer on what to build in Figma. Produces a brief with goals, scope, user flows, components needed, constraints, and success criteria.
Write an infrastructure-as-code review checklist and conduct a structured review of Terraform, CloudFormation, Pulumi, or Ansible code. Use when asked to review IaC code, audit infrastructure configurations, check cloud security posture, or produce a reusable IaC review checklist. Produces a structured review report with severity-categorized findings, remediation guidance, and a reusable checklist.
Analyze sprint velocity data and produce an engineering team health report covering delivery trends, capacity utilization, and improvement recommendations. Use when asked to analyze sprint velocity, review team delivery health, identify delivery risks, or produce a retrospective data analysis. Produces a velocity trend analysis, health diagnosis table, top improvement recommendations with implementation steps, and a next-sprint capacity forecast.
Write an engineering RFC (Request for Comments) for a technical decision, architectural change, or significant implementation approach. Use when asked to write an RFC, document a technical proposal, create a design doc, write an architecture decision for review, or produce a technical specification for team feedback. Produces a complete RFC document covering problem statement, motivation, proposed solution, alternatives rejected, implementation plan, migration plan, security and performance implications, observability changes, rollout plan, and open questions.
Write a load and performance testing plan for a service. Use when asked to create a performance test plan, write load testing documentation, define stress or soak test scenarios, or set performance regression gates for CI. Produces a complete test plan document with scenario definitions, k6/Locust script skeleton, threshold table, result interpretation guide, and CI integration steps.
Write a test strategy document from a feature spec, PRD, or system description. Use when asked to create a test plan, write a test strategy, define QA approach, or plan testing for a feature or release. Produces a complete test strategy with scope, risk assessment, test types, coverage targets, and a prioritised test case outline.
Write a developer onboarding document for a service, codebase, or team. Use when asked to write a developer guide, service README, onboarding doc for a new engineer, codebase orientation, or getting-started guide for a technical team. Produces a structured doc covering service overview, architecture, local setup, key patterns, testing, deployment, and who to ask for what.
Write and sequence multi-email nurture or launch campaigns. Use when asked for an email sequence, drip campaign, onboarding emails, product launch emails, or nurture flow. Produces subject lines, preview text, full email body, and send-timing recommendations for each email in the sequence.
Build the storyline and slide structure for a board presentation. Use when asked to create a board deck, board presentation narrative, board meeting slides, or quarterly board update. Produces a complete slide-by-slide structure with narrative beats, talking points, and slide content guidance.
Generate a structured content calendar for any brand, product, or creator. Use when asked for a content plan, editorial calendar, social media schedule, or weekly/monthly content strategy. Produces a calendar with topics, formats, channels, and copy hooks.
Write a structured monthly or quarterly investor update. Use when asked to write an investor update, investor newsletter, board update, or startup progress report for investors. Produces a clear, credible update with highlights, metrics, challenges, and asks — in the format investors actually want to read.
Transform detailed product updates into concise executive briefings. Use when asked to write an executive update, leadership update, product update for the exec team, or a C-suite product briefing. Produces a structured 250-word briefing with headline, key metrics, progress, risks, decisions needed, and next steps.
Create go-to-market assets for any product or feature. Use when asked for a GTM plan, positioning statement, product launch plan, messaging pillars, use cases, or feature/benefit list. Generates a full GTM pack: positioning statement, messaging pillars, feature-to-benefit mapping, and role-specific use cases.
Synthesise user interview transcripts into structured research findings. Use when asked to analyse interview notes, synthesise qualitative research, identify themes from user interviews, or turn raw interview data into actionable product insights. Produces a themed synthesis with supporting quotes, 'so what' implications, and recommended next steps.
Write a media pitch or press outreach email for any story or announcement. Use when asked to write a media pitch, journalist outreach email, press pitch, or story angle for PR. Produces a concise pitch with a compelling news angle, journalist-specific hook, and clear call to action.
Write Jobs-to-be-Done (JTBD) job stories and map customer jobs across functional, social, and emotional dimensions. Use when defining user needs, writing job stories, conducting JTBD research, or reframing features around customer outcomes. Produces a job story map with opportunity scoring, pain intensity ratings, and product opportunity analysis.
Create concise executive stakeholder updates using the BLUF (Bottom Line Up Front) framework. Use when asked to write a status update, progress report, project communication, or executive briefing for leadership or stakeholders. Produces a BLUF-led update with status, key metrics, risks, upcoming milestones, and decisions needed — readable in under 2 minutes.
Create a structured user discovery interview guide with screener questions, a discussion guide, and a synthesis framework. Use when planning user interviews, customer discovery sessions, Jobs-to-be-Done research, or problem validation. Produces a complete guide covering warm-up, problem exploration, and a per-session synthesis template.
Extract and risk-rate hidden assumptions in a product brief or PRD. Use when asked to review a product brief for assumptions, audit a PRD for risks, find hidden assumptions, validate product plans, or run an assumption analysis. Produces a prioritised assumption map with confidence and impact scores, recommended validation methods, and critical assumption flags.
Structure and facilitate sprint planning sessions. Use when asked to plan a sprint, organise backlog items, assign story points, create sprint goals, or prepare sprint planning agendas. Produces a sprint goal, velocity-calibrated backlog, capacity plan, risk flags, and a structured sprint planning meeting agenda.
Generate a structured sprint brief from sprint data and goals. Use when asked to write a sprint brief, create a sprint summary, document sprint goals and scope, or produce a team-facing sprint overview. Produces a scannable brief with sprint goal, rationale, grouped work, critical path, risks, and definition of done.