curiositech/expungement-site-operations

Expungement Site Operations

Building and operating the full tech stack for legal services that help people clear criminal records — from user intake through petition filing and record verification.

DECISION POINTS

Document Platform Selection Matrix

Volume < 100 petitions/month: → If budget < $500/mo AND team has no dev capacity: Use Afterpattern ($79-299/mo) → If budget < $1000/mo AND need court form templates: Use Gavel ($99-399/mo) → If nonprofit/legal aid: Use Afterpattern with nonprofit discount

Volume 100-500 petitions/month: → If < 5 states AND simple forms: Use Gavel with custom integrations → If > 5 states OR complex logic needed: Build custom PDF generation → If enterprise compliance required: Use HotDocs with API integration

Volume > 500 petitions/month: → Always build custom document generation pipeline → If scaling rapidly: Hybrid approach (Gavel for complex states, custom for simple)

Payment Fraud Escalation Triggers

Auto-approve if: → Payment amount < $300 AND known device fingerprint AND US billing address

Flag for review if: → Payment > $1000 OR international card OR VPN detected OR velocity > 3 payments/hour

Auto-decline if: → Card from blocked BIN list OR billing zip mismatch > 200 miles from IP OR previous chargeback

Escalate to attorney if: → User claims identity theft on own record OR payment disputes eligibility determination

Attorney Review Assignment Logic

Auto-assign based on: → If CA case: Assign to CA-barred attorney with lowest current caseload → If felony OR multi-count: Assign to senior attorney (2+ years expungement experience) → If standard misdemeanor: Round-robin to any licensed attorney in that state → If holiday/weekend: Queue for next business day unless expedite fee paid

State Expansion Prioritization

Tier 1 (Launch immediately): → If Clean Slate law exists AND e-filing available AND > 100k criminal records: Launch within 90 days → Examples: PA, NJ, MI, CT

Tier 2 (Launch within 6 months): → If large population AND straightforward petition process: CA, TX, FL, NY → Skip if no e-filing AND county-by-county variations > 50 different form sets

Tier 3 (Launch only if strategic): → Small states with simple processes for market completeness → Complex states only if revenue potential > $100k annually

FAILURE MODES

Schema Bloat Anti-Pattern

Symptoms: Intake form has > 40 fields, completion rate < 60%, users abandoning mid-flow Detection Rule: If form completion time > 15 minutes OR completion rate drops below 70% Fix: Split intake into progressive disclosure: basic info → eligibility check → detailed info only if eligible

Rubber Stamp Review Anti-Pattern

Symptoms: Attorney review SLA always met but filing rejection rate > 5% Detection Rule: If average review time < 3 minutes per case AND rejection rate increasing Fix: Implement spot-check quality audits, add complexity-based time minimums, retrain attorneys

Payment Plan Abandonment Anti-Pattern

Symptoms: 40%+ of payment plan users default after first payment Detection Rule: If payment plan default rate > 25% within first 60 days Fix: Require income verification, lower payment amounts, add SMS payment reminders

State Rules Drift Anti-Pattern

Symptoms: Eligible users getting denied, ineligible users getting through, form rejections increasing Detection Rule: If eligibility accuracy drops below 95% OR form acceptance rate below 97% Fix: Quarterly rule audits, automated form validation, state law change monitoring

Background Check Limbo Anti-Pattern

Symptoms: Users reporting records still showing up 6+ months after court order Detection Rule: If post-order clearance rate < 80% at 90 days Fix: Automated dispute letter generation, partnership with background check companies, proactive monitoring

WORKED EXAMPLES

Example 1: California Misdemeanor Case (Standard Path)

User Input:

• Name: Sarah Johnson, DOB: 1985-03-15, County: Los Angeles
• Offense: PC 484(a) Petty Theft, convicted 2019-05-20
• Sentence: 2 years probation, completed 2021-06-01

Eligibility Engine Decision:

Check CA PC 1203.4 requirements:
- Probation completed? YES (2021-06-01)
- State prison sentence? NO (probation only)  
- Current charges pending? NO
- Sex offense under PC 290? NO
Result: ELIGIBLE for PC 1203.4 expungement

Document Generation Flow:

1. System generates LA County Superior Court CR-180 form
2. Populates case number (auto-lookup from LA County records API)
3. Creates declaration under PC 1203.4(a)(1) - standard misdemeanor path
4. Generates proof of service (RA-010 form)

Attorney Review (3 minutes):

• Verifies probation completion date matches court records
• Confirms no disqualifying factors
• Reviews auto-generated legal arguments - standard template applies
• E-signs petition

Filing & Outcome:

• E-filed through LA County's CaseAnywhere system
• Filing fee: $150 (auto-collected via Stripe)
• Status: Granted without hearing (85% of LA County PC 1203.4 cases)
• Timeline: 14 days from payment to order

What novice would miss: Checking if case was originally a felony reduced to misdemeanor (different form required) What expert catches: Verifies disposition code to ensure it was straight misdemeanor, not reduced felony

Example 2: Pennsylvania Multi-Count Case (Complex Path)

User Input:

• Multiple arrests: DUI (2018), Retail Theft (2019), Possession (2020)
• Clean Slate already sealed possession charge automatically
• DUI ineligible (vehicle code exclusion)
• Retail theft petition-eligible

Decision Tree Navigation:

Check PA Clean Slate coverage:
- Possession charge: Auto-sealed (no action needed)
- DUI: Vehicle code violation (ineligible for expungement)
- Retail Theft: Grade M2, 5+ years old, petition-eligible

Result: Explain Clean Slate coverage, offer petition for retail theft only, 
        clarify DUI cannot be sealed

Trade-off Analysis:

• Speed: Could auto-approve retail theft petition (simple M2)
• Cost: Single charge = lower fee, but user needs education about DUI
• Automation: Mixed result requires human explanation, not just auto-approval

Attorney Review Decision:

• Reviews Clean Slate determination (correct)
• Explains why DUI cannot be sealed (ARD completion doesn't qualify)
• Proceeds with retail theft petition only
• Documents partial case resolution in notes

Outcome: User proceeds understanding limitations, saves money vs. paying for impossible DUI petition

Example 3: Texas Seal vs. Expunge Confusion (Error Recovery)

User Input:

• Arrest 2015, charges dismissed
• Believes they need "expungement"
• Actually qualifies for nondisclosure (sealing) only

Initial Error Path:

• User selects "expungement" service tier ($799)
• Intake flow doesn't catch dismissed vs. convicted distinction
• Payment processed before eligibility review

Error Detection:

• Attorney review catches: dismissed charges = nondisclosure eligible, not expungement
• Texas expungement requires acquittal or case dismissal with prejudice
• This case: dismissal without prejudice = sealing only

Recovery Decision Matrix:

If user wants refund: Full refund, explain difference
If user wants to proceed: 
  - Convert to nondisclosure petition
  - Price adjustment ($799 to $599)
  - Credit difference to user account
If user wants both services:
  - Nondisclosure now, expungement later if re-arrested
  - Explain 2-step process, timeline

Prevention Implementation:

• Add TX-specific intake branching: "Were you convicted or were charges dismissed?"
• Modify pricing display: Show both options upfront for TX users
• Update eligibility engine with TX-specific dismissed charge logic

QUALITY GATES

Pre-Filing Validation Checklist:

• [ ] User identity verified with government ID upload
• [ ] All required court case numbers obtained and validated
• [ ] State-specific waiting periods satisfied (auto-calculated from conviction/completion dates)
• [ ] Filing fees collected and held in trust account
• [ ] Licensed attorney in correct state assigned and review completed
• [ ] Generated documents pass automated validation (required fields, signature blocks, formatting)
• [ ] Court-specific e-filing requirements met (file formats, naming conventions, cover sheets)
• [ ] User communication preferences set (SMS, email, dashboard notifications)

Document Accuracy Acceptance Criteria:

• [ ] Petitioner name exactly matches court records (including middle names, suffixes)
• [ ] Case numbers valid and match jurisdiction (verified via court record lookup)
• [ ] Offense codes and descriptions match criminal code citations
• [ ] Disposition dates and sentence details accurate per court records
• [ ] Attorney signature block contains correct bar number and jurisdiction
• [ ] Filing attachments complete per local court rules (proof of service, supporting declarations)
• [ ] PDF accessibility compliance met (for courts requiring ADA compliance)
• [ ] File size under court limits (typically 10MB per document)

Payment Processing Validation:

• [ ] Payment amount matches quoted fee breakdown (attorney fees + court costs)
• [ ] Trust accounting separation maintained (client funds vs. operating funds)
• [ ] Payment plan terms clearly disclosed and user consent obtained
• [ ] Refund policy explained and acknowledged by user
• [ ] Court filing fees separately itemized and collected

NOT-FOR BOUNDARIES

Do NOT use this skill for:

Expungement Law Research → Use national-expungement-expert instead

• Eligibility determinations requiring statute interpretation
• Case law research for novel legal arguments
• State law change monitoring and analysis

Website UI/UX Design → Use legal-tech-web-design instead

• User interface design for intake forms
• Dashboard layout and user experience optimization
• Mobile-responsive design patterns

Legal Document Drafting → Use recovery-app-legal-terms instead

• Terms of service and privacy policy creation
• Attorney-client engagement agreements
• Liability limitation clauses

Payment Gateway Technical Implementation → Use saas-architect instead

• Stripe API integration code
• PCI compliance implementation
• Database schema for payment processing

Attorney Hiring and Management → Use remote-legal-hiring instead

• Recruiting attorneys licensed in specific states
• Attorney performance evaluation criteria
• Legal staff compensation structures

General SaaS Operations → Use saas-architect instead

• Infrastructure scaling and deployment
• Database optimization and caching
• API design and rate limiting