kishorkukreja
132 verified skills3,168 total stars
aerospace-supply-chain
When the user wants to optimize aerospace and defense supply chains, manage long lead-time components, handle MRO operations, or ensure AS9100 compliance. Also use when the user mentions "aerospace supply chain," "aviation manufacturing," "MRO supply chain," "AS9100," "aircraft parts," "defense procurement," "AOG support," "airworthiness," "ITAR compliance," "aerospace certification," or "aviation aftermarket." For general manufacturing, see production-scheduling. For quality, see quality-management.
testing24
demand-forecasting
When the user wants to forecast demand, build forecasting models, or improve forecast accuracy. Also use when the user mentions "demand planning," "sales forecasting," "time series," "forecast accuracy," "demand sensing," "statistical forecasting," or "predictive analytics." For capacity planning based on forecasts, see capacity-planning. For S&OP integration, see sales-operations-planning.
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cycle-counting
When the user wants to implement or optimize cycle counting programs, improve inventory accuracy, or design physical inventory processes. Also use when the user mentions "inventory accuracy," "physical inventory," "stock counting," "ABC cycle counting," "perpetual inventory," "inventory reconciliation," or "variance analysis." For inventory optimization, see inventory-optimization. For warehouse operations, see warehouse-design.
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fuel-distribution
When the user wants to optimize retail fuel distribution, manage gasoline and diesel delivery, or plan petroleum product logistics. Also use when the user mentions "gas station supply," "fuel delivery routing," "petroleum retail," "tank truck scheduling," "fuel terminal operations," "wholesale fuel distribution," or "retail fuel network." For upstream, see drilling-logistics. For midstream, see energy-logistics.
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lot-sizing-problems
When the user wants to optimize production or order lot sizes over multiple periods, solve multi-period inventory planning problems, or determine when and how much to order/produce with time-varying demand. Also use when the user mentions "lot sizing," "lot-for-lot," "fixed order quantity," "POQ" (periodic order quantity), "part-period balancing," "Silver-Meal heuristic," "Wagner-Whitin algorithm," "least unit cost," "lot sizing with capacity constraints," or "multi-item lot sizing." For single-period problems, see newsvendor-problem. For time-varying lot sizing, see dynamic-lot-sizing.
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ml-supply-chain
When the user wants to apply machine learning to supply chain problems, build ML models, or use AI for predictions. Also use when the user mentions "machine learning," "deep learning," "neural networks," "AI supply chain," "predictive models," "classification models," "regression models," "anomaly detection," "computer vision," or "NLP for supply chain." For traditional forecasting, see demand-forecasting. For optimization, see optimization-modeling.
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multi-depot-vrp
When the user wants to solve Multi-Depot VRP (MDVRP), optimize routes from multiple warehouses/depots, or handle multi-facility distribution. Also use when the user mentions "MDVRP," "multiple depots," "multi-warehouse routing," "hub routing," "distributed depots," or "regional distribution centers." For single depot, see vehicle-routing-problem.
testing24
nesting-optimization
When the user wants to nest irregular shapes on sheets, pack non-rectangular parts optimally, or solve nesting problems for manufacturing. Also use when the user mentions "nesting," "irregular shape packing," "polygon nesting," "shape nesting," "marker making," "leather nesting," "sheet metal nesting," "garment cutting optimization," or "CNC nesting." For rectangular items, see 2d-cutting-stock. For 1D problems, see 1d-cutting-stock.
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pallet-loading
When the user wants to optimize pallet loading, arrange boxes on pallets, or maximize pallet utilization. Also use when the user mentions "pallet optimization," "pallet packing," "pallet configuration," "pallet pattern generation," "unitization," "palletization," "case stacking," or "pallet stability." For container loading after palletization, see container-loading-optimization. For general 3D packing, see 3d-bin-packing.
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production-scheduling
When the user wants to schedule production operations, optimize manufacturing schedules, balance workloads, or sequence jobs. Also use when the user mentions "job shop scheduling," "flow shop scheduling," "dispatching rules," "sequence optimization," "machine scheduling," "MRP," "finite capacity scheduling," "production planning," or "shop floor scheduling." For capacity planning, see capacity-planning. For master scheduling, see master-production-scheduling.
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yard-management
When the user wants to optimize yard operations, manage trailer parking, or improve dock door utilization. Also use when the user mentions "yard management," "trailer tracking," "yard jockey," "drop trailer program," "trailer pool," "dock scheduling," or "gate management." For cross-dock operations, see cross-docking. For warehouse design, see warehouse-design.
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2d-bin-packing
When the user wants to pack 2D rectangular items into bins, optimize 2D cutting patterns, or minimize material waste in 2D packing. Also use when the user mentions "2D packing," "rectangular packing," "sheet packing," "2D bin packing problem," "guillotine cutting," "two-dimensional packing," or "rectangle packing optimization." For 1D problems, see 1d-cutting-stock. For 3D problems, see 3d-bin-packing.
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computer-vision-warehouse
When the user wants to apply computer vision in warehouses, detect defects, track packages, count inventory, or automate visual inspection. Also use when the user mentions "computer vision," "image recognition," "object detection," "barcode reading," "package tracking," "quality inspection," "YOLO," "RCNN," "image classification," or "warehouse automation with vision." For general ML, see ml-supply-chain.
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1d-cutting-stock
When the user wants to cut 1D materials optimally, minimize waste in linear cutting, or solve one-dimensional cutting stock problems. Also use when the user mentions "1D cutting," "linear cutting optimization," "rod cutting," "pipe cutting," "beam cutting," "trim loss," "cutting stock problem," "pattern generation," or "column generation for cutting." For 2D problems, see 2d-cutting-stock. For general trim loss, see trim-loss-minimization.
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2d-cutting-stock
When the user wants to cut 2D sheets optimally, minimize waste in rectangular sheet cutting, or solve two-dimensional cutting stock problems. Also use when the user mentions "2D cutting," "sheet cutting optimization," "panel cutting," "glass cutting," "steel plate cutting," "guillotine cutting patterns," "two-stage cutting," or "2D trim loss." For 1D problems, see 1d-cutting-stock. For bin packing, see 2d-bin-packing. For irregular shapes, see nesting-optimization.
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airline-cargo-optimization
When the user wants to optimize airline cargo operations, manage air freight, or improve cargo revenue. Also use when the user mentions "air cargo optimization," "cargo capacity management," "freight yield management," "ULD optimization," "cargo routing," "air freight network," or "belly cargo management." For passenger operations, see hotel-inventory-management (for yield management concepts). For tour operations, see tour-operations.
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3d-bin-packing
When the user wants to pack 3D boxes into containers, optimize 3D space utilization, or solve container loading problems. Also use when the user mentions "3D packing," "container packing," "box packing," "3D bin packing problem," "cube packing," "three-dimensional packing," "cargo loading," or "space optimization." For pallet-specific loading, see pallet-loading. For container logistics, see container-loading-optimization.
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assembly-line-balancing
When the user wants to balance assembly lines, assign tasks to workstations, calculate takt time, or optimize line efficiency. Also use when the user mentions "line balancing," "workstation assignment," "takt time," "cycle time balancing," "precedence constraints," "task allocation," "assembly line optimization," "mixed-model balancing," or "U-shaped line." For process optimization, see process-optimization. For production scheduling, see production-scheduling.
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carbon-footprint-tracking
When the user wants to measure, track, or reduce carbon emissions in the supply chain. Also use when the user mentions "carbon accounting," "GHG emissions," "Scope 1/2/3 emissions," "carbon footprint calculation," "emissions reporting," "carbon reduction," "climate impact," "decarbonization," or "emissions baseline." For circular economy approaches, see circular-economy. For sustainable sourcing, see sustainable-sourcing.
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capacitated-vrp
When the user wants to solve the Capacitated Vehicle Routing Problem (CVRP), optimize routes with vehicle capacity limits, or handle weight/volume constraints. Also use when the user mentions "CVRP," "capacity-constrained routing," "load limits," "vehicle weight limits," "volume constraints," or "payload optimization." For time windows, see vrp-time-windows. For general VRP, see vehicle-routing-problem.
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column-generation
When the user wants to solve large-scale optimization problems using column generation, decomposition methods, or Dantzig-Wolfe decomposition. Also use when the user mentions "column generation," "master problem," "pricing problem," "cutting stock," "crew scheduling," "vehicle routing with column gen," "branch-and-price," or when the problem has exponentially many variables. For general optimization, see optimization-modeling. For metaheuristics, see metaheuristic-optimization.
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capacity-planning
When the user wants to plan production or distribution capacity, analyze capacity requirements, optimize resource utilization, or balance capacity with demand. Also use when the user mentions "capacity analysis," "resource planning," "bottleneck analysis," "capacity expansion," "load balancing," "throughput planning," "utilization optimization," or "capacity modeling." For production scheduling, see master-production-scheduling. For long-term network capacity, see network-design.
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clinical-trial-logistics
When the user wants to optimize clinical trial supply chain, manage investigational products, implement IRT systems, or ensure GCP compliance. Also use when the user mentions "clinical trial supply," "IMP logistics," "IVRS/IWRS," "drug accountability," "randomization and supply," "comparator sourcing," "depot management," "clinical packaging," "site resupply," or "GCP compliance." For pharmacy operations, see pharmacy-supply-chain. For general healthcare logistics, see hospital-logistics.
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container-loading-optimization
When the user wants to optimize container loading, load shipping containers efficiently, or maximize container utilization. Also use when the user mentions "container packing," "FCL optimization," "LCL consolidation," "container stuffing," "cargo optimization," "shipping container loading," or "container utilization." For pallet-level optimization, see pallet-loading. For general 3D packing, see 3d-bin-packing.
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constraint-programming
When the user wants to solve complex scheduling, allocation, or combinatorial problems using constraint programming (CP). Also use when the user mentions "constraint programming," "CP-SAT," "constraint satisfaction," "all-different constraint," "global constraints," "propagation," "search strategies," or when the problem has complex logical constraints, scheduling with disjunctive resources, or allocation problems. For MIP, see optimization-modeling. For metaheuristics, see metaheuristic-optimization.
data-ai24
distribution-center-network
When the user wants to design distribution center networks, optimize DC placement and flows, or configure multi-echelon distribution systems. Also use when the user mentions "DC network design," "distribution network optimization," "multi-echelon distribution," "regional DC placement," "distribution strategy," "fulfillment network design," or "supply chain network configuration." For warehouse location, see warehouse-location-optimization. For general facility location, see facility-location-problem.
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contract-management
When the user wants to manage supplier contracts, negotiate terms, track compliance, or optimize contract performance. Also use when the user mentions "contract lifecycle," "contract negotiation," "SLA management," "contract compliance," "renewal management," "terms and conditions," "pricing clauses," or "contract analytics." For supplier selection, see supplier-selection. For spend analysis, see spend-analysis.
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circular-economy
When the user wants to implement circular economy principles, design closed-loop supply chains, or optimize reverse logistics. Also use when the user mentions "circular supply chain," "product lifecycle," "recycling," "remanufacturing," "refurbishment," "product returns," "waste reduction," "cradle-to-cradle," "regenerative design," or "resource recovery." For carbon tracking, see carbon-footprint-tracking. For sustainable sourcing, see sustainable-sourcing.
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compliance-management
When the user wants to manage regulatory compliance, ensure supply chain adherence to standards, or navigate trade regulations. Also use when the user mentions "regulatory compliance," "trade compliance," "customs," "import/export regulations," "certification management," "audit management," "REACH," "RoHS," "conflict minerals," "country of origin," or "trade restrictions." For sustainability compliance, see sustainable-sourcing. For quality standards, see quality-management.
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cpg-network-design
When the user wants to design CPG (Consumer Packaged Goods) distribution networks, optimize DC locations for retail distribution, or plan omnichannel fulfillment networks. Also use when the user mentions "CPG network," "retail distribution network," "DC strategy," "forward deployment centers," "store replenishment network," or "omnichannel distribution." For general network design, see network-design. For promotional supply chain, see promotional-planning.
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cross-docking
When the user wants to implement cross-docking operations, optimize transshipment, or reduce warehouse storage. Also use when the user mentions "crossdock," "transshipment," "flow-through distribution," "dock-to-dock," "consolidation center," or "break-bulk operations." For general warehouse design, see warehouse-design. For dock scheduling, see dock-door-assignment.
documentation24
digital-twin-modeling
When the user wants to build digital twins, simulate supply chain operations, or create virtual replicas for testing. Also use when the user mentions "digital twin," "simulation modeling," "discrete event simulation," "system simulation," "virtual supply chain," "what-if analysis," "scenario simulation," or "operational testing." For network optimization, see network-design. For forecasting, see demand-forecasting.
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demand-supply-matching
When the user wants to balance demand and supply, resolve supply-demand mismatches, or optimize fulfillment allocation. Also use when the user mentions "demand-supply balancing," "ATP," "available-to-promise," "allocation," "supply rationing," "fulfillment optimization," "demand prioritization," or "supply allocation." For forecasting, see demand-forecasting. For S&OP, see sales-operations-planning.
testing24
dock-door-assignment
When the user wants to optimize dock door assignments, schedule truck arrivals, or minimize yard congestion. Also use when the user mentions "dock scheduling," "door assignment," "yard management," "truck scheduling," "cross-dock optimization," or "appointment scheduling." For cross-docking operations, see cross-docking. For yard management, see yard-management.
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drilling-logistics
When the user wants to optimize oil and gas drilling operations, manage rig logistics, or coordinate upstream supply chains. Also use when the user mentions "well planning," "rig scheduling," "drilling supply chain," "mud logistics," "tubular management," "offshore logistics," "drilling materials management," or "completion operations." For midstream and downstream, see energy-logistics. For fuel distribution, see fuel-distribution.
data-ai24
dsd-route-optimization
When the user wants to optimize Direct Store Delivery (DSD) routes, plan delivery schedules for retail stores, or improve route efficiency for CPG distribution. Also use when the user mentions "DSD routing," "store delivery optimization," "retail route planning," "delivery windows," "merchandising routes," or "field sales routing." For general vehicle routing, see vehicle-routing-problem. For last-mile delivery, see last-mile-delivery.
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automotive-supply-chain
When the user wants to optimize automotive manufacturing supply chains, manage tier suppliers, implement JIT production, or handle automotive-specific logistics. Also use when the user mentions "automotive manufacturing," "OEM supply chain," "tier 1/2/3 suppliers," "sequenced parts delivery," "just-in-time automotive," "vehicle assembly," or "automotive aftermarket." For general manufacturing, see production-scheduling. For lean principles, see lean-manufacturing.
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co-packing-management
When the user wants to manage co-packing operations, select co-packers, optimize contract manufacturing, or coordinate outsourced production. Also use when the user mentions "contract manufacturing," "third-party manufacturing," "co-man," "toll manufacturing," "private label," "contract packaging," or "outsourced production." For capacity planning, see capacity-planning. For supplier selection, see supplier-selection.
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cruise-supply-chain
When the user wants to optimize cruise ship supply chains, manage ship provisioning, or improve maritime operations. Also use when the user mentions "cruise logistics," "ship provisioning," "maritime supply chain," "port operations," "cruise inventory," "galley management," "ship chandling," or "cruise procurement." For hotel operations, see hotel-inventory-management. For hospitality procurement, see hospitality-procurement.
data-ai24
economic-order-quantity
When the user wants to calculate optimal order quantities, minimize total inventory costs using EOQ models, or determine the economic lot size. Also use when the user mentions "EOQ," "Wilson formula," "economic lot size," "order quantity optimization," "production batch size," "quantity discounts," "EPQ" (Economic Production Quantity), "backorder models," or "reorder point calculations." For multi-echelon systems, see multi-echelon-inventory. For stochastic models, see stochastic-inventory-models.
data-ai24
ecommerce-fulfillment
When the user wants to optimize e-commerce fulfillment, online order processing, or direct-to-consumer logistics. Also use when the user mentions "e-commerce fulfillment," "online orders," "DTC fulfillment," "pick-pack-ship," "3PL," "fulfillment center," "order accuracy," "shipping optimization," or "returns processing." For omnichannel (stores + online), see omnichannel-fulfillment. For last-mile delivery, see last-mile-delivery.
data-ai24
energy-logistics
When the user wants to optimize energy supply chains, coordinate oil and gas logistics, or manage energy infrastructure. Also use when the user mentions "energy transportation," "pipeline management," "energy distribution," "oil and gas supply chain," "LNG logistics," "petroleum logistics," "energy asset management," or "energy infrastructure." For renewable energy, see renewable-energy-planning. For power grids, see power-grid-optimization.
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control-tower-design
When the user wants to design supply chain control towers, implement visibility platforms, or establish centralized monitoring. Also use when the user mentions "control tower," "supply chain visibility," "command center," "control room," "real-time monitoring," "supply chain operations center," "visibility platform," "exception management," or "centralized control." For track-and-trace, see track-and-trace. For collaboration, see supplier-collaboration.
data-ai24
electronics-supply-chain
When the user wants to optimize electronics manufacturing supply chains, manage semiconductor sourcing, handle PCB assembly, or navigate component allocation. Also use when the user mentions "electronics manufacturing," "semiconductor supply chain," "PCB assembly," "EMS/ODM," "component allocation," "lead time management," "electronics sourcing," "PCBA," "contract manufacturing," or "electronics lifecycle management." For general manufacturing, see production-scheduling. For quality, see quality-management.
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energy-storage-optimization
When the user wants to optimize battery storage systems, manage energy storage operations, or plan storage deployment. Also use when the user mentions "battery optimization," "BESS," "energy storage management," "battery dispatch," "storage arbitrage," "grid-scale storage," "battery sizing," or "storage scheduling." For renewable integration, see renewable-energy-planning. For grid operations, see power-grid-optimization.
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flow-shop-scheduling
When the user wants to solve Flow Shop Scheduling Problems (FSP), optimize production on assembly lines, or minimize makespan with linear routing. Also use when the user mentions "flow shop," "FSP," "permutation flow shop," "assembly line scheduling," "sequential processing," or "linear production." For job shop (flexible routing), see job-shop-scheduling.
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food-beverage-supply-chain
When the user wants to optimize food and beverage supply chains, manage perishability, ensure food safety, or handle retail distribution. Also use when the user mentions "food supply chain," "beverage distribution," "HACCP," "food safety," "perishable logistics," "shelf life management," "FEFO," "farm to fork," "CPG distribution," "grocery supply chain," or "fresh produce logistics." For retail allocation, see retail-allocation. For promotional planning, see promotional-planning.
data-ai24
fleet-management
When the user wants to manage vehicle fleets, optimize fleet size, or plan vehicle acquisition and maintenance. Also use when the user mentions "fleet sizing," "vehicle lifecycle," "fleet utilization," "maintenance planning," "replacement strategy," "total cost of ownership," or "fleet optimization." For route planning within a fleet, see route-optimization. For last-mile operations, see last-mile-delivery.
data-ai24
facility-location-problem
When the user wants to solve facility location problems, optimize facility placement, determine optimal locations for warehouses or plants. Also use when the user mentions "FLP," "p-median problem," "uncapacitated facility location," "capacitated facility location," "UFLP," "CFLP," "warehouse placement," "site selection optimization," "facility siting," or "location-allocation problem." For hub networks, see hub-location-problem. For distribution centers, see distribution-center-network.
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inventory-optimization
When the user wants to optimize inventory levels, calculate safety stock, determine reorder points, or minimize inventory costs. Also use when the user mentions "inventory management," "safety stock," "EOQ," "reorder point," "service level," "stockout prevention," "ABC analysis," "inventory turns," or "working capital reduction." For warehouse slotting, see warehouse-slotting-optimization. For multi-echelon systems, see multi-echelon-inventory.
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hotel-inventory-management
When the user wants to optimize hotel room inventory, manage rate strategies, or improve revenue management. Also use when the user mentions "hotel revenue management," "room allocation," "yield management," "dynamic pricing," "overbooking optimization," "distribution channel management," or "hotel capacity planning." For tour operations, see tour-operations. For hospitality procurement, see hospitality-procurement.
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inventory-routing-problem
When the user wants to jointly optimize inventory and routing decisions, implement vendor-managed inventory (VMI) systems, or coordinate replenishment and delivery logistics. Also use when the user mentions "IRP," "inventory routing," "vendor-managed inventory," "VMI optimization," "integrated inventory and transportation," "delivery scheduling with inventory," "maritime inventory routing," "petrol station replenishment," or "coordinated inventory-distribution." For pure routing, see vehicle-routing-problem or route-optimization. For pure inventory, see inventory-optimization or multi-echelon-inventory.
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dynamic-lot-sizing
When the user wants to solve lot-sizing problems with time-varying costs or demand, handle non-stationary inventory systems, or optimize replenishment with changing parameters over time. Also use when the user mentions "time-varying lot sizing," "finite horizon lot sizing," "dynamic EOQ," "price changes over time," "seasonal lot sizing," "Wagner-Whitin with time-varying costs," or "rolling horizon planning." For stationary systems, see economic-order-quantity or lot-sizing-problems. For stochastic demand, see stochastic-inventory-models.
data-ai24
knapsack-problems
When the user wants to solve knapsack optimization problems, select items with constraints, or maximize value with limited capacity. Also use when the user mentions "0/1 knapsack," "bounded knapsack," "unbounded knapsack," "multiple knapsack," "multidimensional knapsack," "value-based packing," "capacity-constrained selection," or "resource allocation with limits." For bin packing, see 2d-bin-packing or 3d-bin-packing. For general optimization, see optimization-modeling.
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job-shop-scheduling
When the user wants to solve Job Shop Scheduling Problems (JSP), optimize production sequencing on multiple machines, or minimize makespan with precedence constraints. Also use when the user mentions "job shop," "JSP," "machine scheduling," "production scheduling," "operation sequencing," "makespan minimization," or "flexible job shop." For flow shop, see flow-shop-scheduling. For production planning, see production-scheduling.
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hospitality-procurement
When the user wants to optimize hospitality purchasing, manage hotel/restaurant suppliers, or improve procurement processes. Also use when the user mentions "hotel procurement," "restaurant purchasing," "hospitality sourcing," "F&B procurement," "hotel supplier management," "group purchasing organization," "contract negotiation," or "hospitality spend management." For hotel operations, see hotel-inventory-management. For cruise operations, see cruise-supply-chain.
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hospital-logistics
When the user wants to optimize hospital supply chain operations, manage medical materials, optimize PAR levels, or improve hospital inventory management. Also use when the user mentions "hospital supply chain," "materials management," "PAR levels," "OR inventory," "clinical logistics," "hospital distribution," "medical supplies," "stockroom management," "two-bin system," "floor stock," or "hospital warehousing." For pharmacy-specific operations, see pharmacy-supply-chain. For medical device distribution, see medical-device-distribution.
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hub-location-problem
When the user wants to solve hub location problems, design hub-and-spoke networks, optimize hub placement for logistics networks. Also use when the user mentions "hub location," "hub-and-spoke," "p-hub median," "hub covering," "single allocation hub," "multiple allocation hub," "airline hub network," "postal hub network," or "consolidation center location." For general facility location, see facility-location-problem. For distribution centers, see distribution-center-network.
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freight-optimization
When the user wants to optimize freight transportation, reduce shipping costs, or improve carrier selection. Also use when the user mentions "freight management," "carrier optimization," "mode selection," "LTL/TL optimization," "freight consolidation," "load planning," or "transportation procurement." For local delivery routes, see route-optimization. For last-mile, see last-mile-delivery.
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medical-device-distribution
When the user wants to optimize medical device distribution, manage device traceability, handle consignment inventory, or ensure regulatory compliance for medical devices. Also use when the user mentions "medical device logistics," "UDI compliance," "device traceability," "consignment management," "implant tracking," "loaner sets," "FDA compliance," "sterile device distribution," "recall management," or "GS1 standards." For hospital internal logistics, see hospital-logistics. For pharmaceutical distribution, see pharmacy-supply-chain.
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markdown-optimization
When the user wants to optimize markdown strategy, price optimization for clearance, or minimize inventory markdowns. Also use when the user mentions "markdown," "clearance pricing," "price elasticity," "promotional pricing," "discount optimization," "sell-through," "inventory liquidation," or "dynamic pricing." For initial allocation, see retail-allocation. For promotional planning, see promotional-planning.
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metaheuristic-optimization
When the user wants to solve complex optimization problems using metaheuristics, apply genetic algorithms, simulated annealing, or other nature-inspired algorithms. Also use when the user mentions "genetic algorithm," "simulated annealing," "tabu search," "ant colony," "particle swarm," "evolutionary algorithms," "nature-inspired optimization," "heuristic search," or when exact optimization methods are too slow for large-scale problems. For exact methods, see optimization-modeling. For multi-objective, see multi-objective-optimization.
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master-production-scheduling
When the user wants to create detailed production schedules, develop MPS, manage production planning, or translate S&OP to execution. Also use when the user mentions "MPS," "production plan," "available-to-promise," "master schedule," "rough-cut capacity planning," "time-phased planning," "planned orders," or "MRP input." For shop floor scheduling, see production-scheduling. For aggregate planning, see sales-operations-planning.
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maintenance-planning
When the user wants to optimize maintenance strategies, improve equipment reliability, reduce downtime, or implement predictive maintenance. Also use when the user mentions "preventive maintenance," "predictive maintenance," "TPM," "Total Productive Maintenance," "MTBF," "MTTR," "reliability analysis," "equipment maintenance," "condition monitoring," "CBM," "failure analysis," or "spare parts optimization." For quality improvements, see quality-management. For OEE, see lean-manufacturing.
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last-mile-delivery
When the user wants to optimize last-mile delivery operations, urban logistics, or final-mile fulfillment. Also use when the user mentions "last mile," "final mile," "urban delivery," "home delivery," "same-day delivery," "delivery density," "delivery windows," or "doorstep delivery." For general route optimization, see route-optimization. For fleet management, see fleet-management.
data-ai24
power-grid-optimization
When the user wants to optimize electrical grid operations, manage power transmission and distribution, or balance electricity supply and demand. Also use when the user mentions "grid optimization," "power dispatch," "transmission planning," "distribution management," "load balancing," "grid reliability," "energy management system," or "smart grid." For renewable integration, see renewable-energy-planning. For energy storage, see energy-storage-optimization.
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multi-echelon-inventory
When the user wants to optimize inventory across multiple network locations, implement multi-echelon inventory policies, or coordinate stock levels between warehouses and distribution centers. Also use when the user mentions "network inventory optimization," "multi-stage inventory," "supply chain network," "echelon stock," "installation stock," "base stock policies," "guaranteed service model," "distribution requirements planning (DRP)," or "serial/arborescent/general network structures." For single-location inventory, see inventory-optimization. For routing with inventory, see inventory-routing-problem.
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multi-objective-optimization
When the user wants to optimize multiple conflicting objectives, find Pareto-optimal solutions, or balance trade-offs between cost, service, quality, and sustainability. Also use when the user mentions "multi-objective," "Pareto optimization," "NSGA-II," "trade-off analysis," "scalarization," "weighted objectives," "goal programming," or "multiple criteria optimization." For single objective, see optimization-modeling.
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nlp-supply-chain
When the user wants to apply NLP to supply chain, extract information from documents, analyze supplier communications, classify items, or process unstructured text. Also use when the user mentions "natural language processing," "NLP," "text mining," "document extraction," "supplier sentiment analysis," "product classification from text," "BERT," "transformers for text," or "chatbots for supply chain." For general ML, see ml-supply-chain.
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network-design
When the user wants to design or optimize a supply chain network, determine facility locations, or configure distribution strategies. Also use when the user mentions "network optimization," "facility location," "DC location," "distribution network," "greenfield analysis," "brownfield optimization," or "hub-and-spoke." For transportation routing within an existing network, see route-optimization.
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omnichannel-fulfillment
When the user wants to optimize omnichannel fulfillment, manage buy-online-pickup-in-store (BOPIS), ship-from-store, or multi-channel inventory. Also use when the user mentions "omnichannel," "BOPIS," "click and collect," "ship from store," "endless aisle," "unified commerce," "store fulfillment," or "buy online return in store." For pure e-commerce, see ecommerce-fulfillment. For last-mile delivery, see last-mile-delivery.
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neural-networks-forecasting
When the user wants to forecast using deep learning, LSTMs, transformers, or neural networks. Also use when the user mentions "neural network forecasting," "LSTM," "GRU," "transformer forecasting," "attention mechanisms," "seq2seq," "temporal convolution," "deep learning time series," or complex non-linear patterns. For traditional forecasting, see demand-forecasting. For general ML, see ml-supply-chain.
data-ai24
newsvendor-problem
When the user wants to solve single-period inventory problems, optimize stocking levels for perishable goods, or make one-time purchase decisions under demand uncertainty. Also use when the user mentions "newsvendor model," "newsboy problem," "single-period inventory," "perishable inventory," "overage and underage costs," "critical fractile," "fashion goods inventory," "seasonal products," "service level optimization," or "demand distribution matching." For multi-period problems, see dynamic-lot-sizing or stochastic-inventory-models.
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order-batching-optimization
When the user wants to optimize order batching, group orders for efficient picking, or reduce picker travel distance. Also use when the user mentions "batch picking," "order grouping," "cluster picking," "multi-order picking," "batch-and-sort," or "zone batching." For wave planning, see wave-planning-optimization. For picker routing, see picker-routing-optimization.
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optimization-modeling
When the user wants to build optimization models, solve mathematical programming problems, or find optimal solutions. Also use when the user mentions "linear programming," "integer programming," "mixed-integer programming," "constraint optimization," "mathematical optimization," "operations research," "optimal solution," or "decision optimization." For network design specifically, see network-design. For routing, see route-optimization.
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order-fulfillment
When the user wants to design or optimize order fulfillment operations, improve pick-pack-ship processes, or reduce fulfillment costs. Also use when the user mentions "order processing," "pick-pack-ship," "picking strategy," "packing operations," "shipping optimization," "wave planning," "batch picking," or "fulfillment center operations." For warehouse layout, see warehouse-design. For routing pickers, see picker-routing-optimization.
data-ai24
optimization-ml-hybrid
When the user wants to combine machine learning with optimization, use ML predictions in optimization models, or integrate AI with mathematical programming. Also use when the user mentions "ML-optimization hybrid," "predict-then-optimize," "learning-augmented optimization," "neural network in optimization," "end-to-end learning," or "ML for optimization parameters." For pure optimization, see optimization-modeling. For pure ML, see ml-supply-chain.
data-ai24
load-building-optimization
When the user wants to optimize load building, create efficient truck loads, or maximize trailer utilization. Also use when the user mentions "load planning," "truck loading," "cargo optimization," "shipment consolidation," "cube utilization," or "weight distribution." For pallet loading, see pallet-loading. For container loading, see container-loading-optimization.
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pickup-delivery-problem
When the user wants to solve Pickup and Delivery Problems (PDP), Vehicle Routing with Pickup and Delivery (VRPPD), or handle paired pickup-delivery requests. Also use when the user mentions "PDP," "VRPPD," "pickup and delivery routing," "paired requests," "dial-a-ride," "courier routing," "moving services," or "taxi/rideshare routing." For general VRP, see vehicle-routing-problem.
data-ai24
picker-routing-optimization
When the user wants to optimize picker routes, minimize travel distance in warehouses, or improve picking efficiency. Also use when the user mentions "pick path optimization," "warehouse routing," "travel distance minimization," "TSP in warehouses," "S-shape routing," or "optimal pick sequence." For order batching, see order-batching-optimization. For warehouse slotting, see warehouse-slotting-optimization.
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planogram-optimization
When the user wants to optimize store planograms, shelf space allocation, or visual merchandising layout. Also use when the user mentions "planogram," "shelf space optimization," "space productivity," "category management," "shelf allocation," "fixture planning," "facings optimization," or "merchandising layout." For inventory allocation, see retail-allocation. For assortment planning, see seasonal-planning.
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process-optimization
When the user wants to optimize manufacturing processes, improve throughput, reduce cycle times, or simulate process performance. Also use when the user mentions "process improvement," "bottleneck analysis," "simulation," "discrete-event simulation," "throughput optimization," "cycle time reduction," "process efficiency," "queuing theory," "process mapping," or "capacity analysis." For lean methods, see lean-manufacturing. For scheduling, see production-scheduling.
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prescriptive-analytics
When the user wants decision support systems, recommendation engines, or prescriptive analytics. Also use when the user mentions "decision optimization," "recommendation system," "what should we do," "action recommendations," "decision support," "intelligent recommendations," "automated decisions," or "prescriptive models." For pure optimization, see optimization-modeling. For forecasting, see demand-forecasting.
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network-flow-optimization
When the user wants to optimize network flows, solve minimum cost flow problems, or design flow networks. Also use when the user mentions "min cost flow," "maximum flow," "network flow problem," "transportation problem," "transshipment problem," "multi-commodity flow," "supply chain flow optimization," or "network capacity planning." For facility location, see facility-location-problem. For distribution networks, see distribution-center-network.
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pharmaceutical-supply-chain
When the user wants to optimize pharmaceutical supply chains, manage cold chain logistics, ensure regulatory compliance, or implement serialization. Also use when the user mentions "pharma supply chain," "GMP compliance," "cold chain," "drug serialization," "clinical trials logistics," "pharmaceutical distribution," "good distribution practices," "GDP," "drug safety," or "pharmaceutical quality." For general healthcare, see hospital-logistics. For clinical trials specifically, see clinical-trial-logistics.
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quality-management
When the user wants to improve product quality, implement quality control systems, reduce defects, or analyze quality data. Also use when the user mentions "SPC," "statistical process control," "Six Sigma," "DMAIC," "control charts," "process capability," "Cp," "Cpk," "quality control," "defect reduction," "inspection," "acceptance sampling," or "quality assurance." For lean improvements, see lean-manufacturing. For process optimization, see process-optimization.
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promotional-planning
When the user wants to plan promotions, optimize trade spending, forecast promotional lift, or manage promotional supply chain. Also use when the user mentions "trade promotions," "promotional forecasting," "TPM," "TPO," "promotional uplift," "feature and display," "markdown optimization," or "promotional calendar." For pricing optimization, see markdown-optimization. For demand forecasting, see demand-forecasting.
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replenishment-strategy
When the user wants to design or optimize replenishment strategies, determine replenishment policies, or improve inventory flow between locations. Also use when the user mentions "inventory replenishment," "stock replenishment," "min-max inventory," "DRP," "auto-replenishment," "vendor-managed inventory," "forward pick replenishment," or "retail store replenishment." For safety stock calculations, see inventory-optimization. For multi-echelon networks, see multi-echelon-inventory.
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reinforcement-learning-supply-chain
When the user wants to apply reinforcement learning to supply chain problems, learn optimal policies, or solve sequential decision-making under uncertainty. Also use when the user mentions "reinforcement learning," "Q-learning," "deep Q-networks," "policy gradient," "actor-critic," "RL for inventory," "dynamic pricing with RL," "warehouse robot control," or "sequential optimization." For forecasting, see neural-networks-forecasting. For static optimization, see optimization-modeling.
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renewable-energy-planning
When the user wants to plan renewable energy supply chains, optimize wind or solar logistics, or manage clean energy operations. Also use when the user mentions "solar logistics," "wind farm operations," "renewable energy supply chain," "green energy planning," "battery storage," "solar panel distribution," "wind turbine logistics," or "clean energy optimization." For power grids, see power-grid-optimization. For energy storage, see energy-storage-optimization.
data-ai24
risk-mitigation
When the user wants to identify and mitigate supply chain risks, build resilience, or develop business continuity plans. Also use when the user mentions "supply chain risk," "disruption management," "resilience," "risk assessment," "business continuity," "scenario planning," "supply chain vulnerability," "risk modeling," or "crisis management." For supplier-specific risks, see supplier-risk-management. For compliance risks, see compliance-management.
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retail-replenishment
When the user wants to optimize retail store replenishment, calculate reorder points for stores, or manage continuous replenishment. Also use when the user mentions "store replenishment," "auto-replenishment," "min-max inventory," "store orders," "DC to store," "continuous replenishment," or "vendor-managed inventory (VMI)." For initial allocation, see retail-allocation. For DC operations, see warehouse-design.
data-ai24
retail-allocation
When the user wants to optimize retail allocation, distribute inventory to stores, or perform initial merchandise allocation. Also use when the user mentions "store allocation," "assortment planning," "size curve," "cluster allocation," "pre-pack," "store grading," or "initial allocation." For ongoing replenishment, see retail-replenishment. For markdown decisions, see markdown-optimization.
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procurement-optimization
When the user wants to optimize procurement decisions, allocate orders across suppliers, or determine optimal order quantities. Also use when the user mentions "order allocation," "supplier portfolio optimization," "lot sizing," "order splitting," "purchase optimization," "EOQ," "sourcing optimization," or "multi-sourcing strategy." For supplier selection, see supplier-selection. For spend analysis, see spend-analysis.
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shelf-life-management
When the user wants to manage product shelf life, implement FEFO (First-Expired-First-Out), optimize freshness, or handle perishable products. Also use when the user mentions "expiration management," "date code tracking," "FEFO," "freshness optimization," "waste reduction," "markdown management," or "spoilage prevention." For food supply chain, see food-beverage-supply-chain. For pharmaceutical expiry, see pharmaceutical-supply-chain.
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spend-analysis
When the user wants to analyze procurement spend, identify savings opportunities, or classify expenditures. Also use when the user mentions "spend analytics," "spend visibility," "spend cube," "category analysis," "Pareto analysis," "tail spend," "maverick spend," "spend classification," or "savings opportunity." For executing sourcing strategies, see strategic-sourcing. For supplier evaluation, see supplier-selection.
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split-delivery-vrp
When the user wants to solve Split Delivery VRP (SDVRP), allow customers to be visited multiple times, or optimize routes where demand exceeds vehicle capacity. Also use when the user mentions "SDVRP," "split deliveries," "multiple visits," "partial deliveries," "demand splitting," or "fractional service." For standard VRP, see vehicle-routing-problem.
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pharmacy-supply-chain
When the user wants to optimize pharmacy supply chain operations, manage medication distribution, ensure pharmaceutical compliance, or handle controlled substances. Also use when the user mentions "pharmacy logistics," "drug distribution," "controlled substances," "340B program," "formulary management," "medication safety," "specialty pharmacy," "drug shortages," "DEA compliance," "pharmaceutical traceability," or "DSCSA compliance." For hospital materials management, see hospital-logistics. For clinical trial drugs, see clinical-trial-logistics.
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stochastic-inventory-models
When the user wants to model inventory systems with uncertain demand, optimize safety stock levels, implement (s,S) or (Q,r) policies, or analyze service levels under uncertainty. Also use when the user mentions "stochastic inventory," "probabilistic inventory," "(Q,r) policy," "(s,S) policy," "base stock policy," "safety stock optimization," "service level constraints," "lead time demand distribution," "fill rate calculation," or "inventory with demand uncertainty." For deterministic models, see economic-order-quantity or lot-sizing-problems. For single-period uncertainty, see newsvendor-problem.
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slotting-fees-optimization
When the user wants to optimize slotting fees, negotiate trade terms with retailers, plan new product introductions, or manage retail shelf space economics. Also use when the user mentions "slotting allowances," "shelf placement fees," "new item setup fees," "retail listing fees," "pay-to-stay," or "category management fees." For promotional planning, see promotional-planning. For retail replenishment, see retail-replenishment.
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seasonal-planning
When the user wants to optimize seasonal planning, manage seasonal buy decisions, or plan for seasonal demand. Also use when the user mentions "seasonal planning," "seasonal buy," "holiday planning," "back-to-school," "spring/fall collection," "seasonal inventory," "peak season," or "seasonal assortment." For demand forecasting, see demand-forecasting. For retail allocation, see retail-allocation.
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sales-operations-planning
When the user wants to implement S&OP process, integrate demand and supply planning, balance business objectives, or facilitate executive planning meetings. Also use when the user mentions "S&OP," "IBP" (Integrated Business Planning), "demand-supply balancing," "executive S&OP," "monthly planning cycle," "consensus demand," "supply review," or "financial reconciliation." For detailed demand forecasts, see demand-forecasting. For capacity analysis, see capacity-planning.
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strategic-sourcing
When the user wants to develop category strategies, execute sourcing events, or implement strategic procurement initiatives. Also use when the user mentions "category management," "sourcing strategy," "value levers," "should-cost analysis," "RFx management," "e-sourcing," "strategic procurement," or "category sourcing." For supplier evaluation, see supplier-selection. For spend analysis, see spend-analysis.
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stochastic-optimization
When the user wants to optimize under uncertainty, handle probabilistic constraints, or solve stochastic programming problems. Also use when the user mentions "stochastic optimization," "chance constraints," "two-stage stochastic programming," "scenario-based optimization," "robust optimization under uncertainty," "stochastic demand," "uncertainty modeling," or "probabilistic optimization." For deterministic optimization, see optimization-modeling. For robust optimization, see metaheuristic-optimization.
data-ai24
strip-packing
When the user wants to solve strip packing problems, pack items into fixed-width strips, or minimize packing height. Also use when the user mentions "strip packing," "cutting stock with fixed width," "ribbon packing," "shelf packing," "minimize height packing," or "2D strip packing problem." For general 2D packing, see 2d-bin-packing. For 3D packing, see 3d-bin-packing.
tools24
scenario-planning
When the user wants to analyze supply chain scenarios, perform risk analysis, evaluate what-if scenarios, or build contingency plans. Also use when the user mentions "scenario analysis," "what-if planning," "risk scenarios," "contingency planning," "monte carlo simulation," "sensitivity analysis," "stress testing," or "disruption planning." For demand uncertainty, see demand-forecasting. For S&OP scenario integration, see sales-operations-planning.
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route-optimization
When the user wants to optimize delivery routes, solve vehicle routing problems, or minimize transportation costs. Also use when the user mentions "route planning," "delivery optimization," "VRP," "TSP," "multi-stop routing," "route sequencing," or "dispatch optimization." For fleet sizing and management, see fleet-management. For last-mile specific challenges, see last-mile-delivery.
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supplier-collaboration
When the user wants to improve supplier relationships, implement collaboration programs, or enable information sharing with suppliers. Also use when the user mentions "supplier partnership," "collaborative planning," "VMI," "CPFR," "supplier portal," "information sharing," "supplier development," "co-innovation," or "strategic partnerships." For supplier selection, see supplier-selection. For supplier risk, see supplier-risk-management.
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supply-chain-analytics
When the user wants to analyze supply chain performance, build analytics dashboards, or track KPIs. Also use when the user mentions "supply chain metrics," "performance analytics," "KPI tracking," "dashboard design," "business intelligence," "data visualization," "supply chain reporting," "metrics analysis," or "performance measurement." For forecasting specifically, see demand-forecasting. For optimization, see optimization-modeling.
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traveling-salesman-problem
When the user wants to solve the Traveling Salesman Problem (TSP), find the shortest route visiting all cities, or optimize tour sequences. Also use when the user mentions "TSP," "shortest tour," "Hamiltonian cycle," "tour optimization," "route sequencing," "optimal visit order," "traveling salesperson," or "minimum distance tour." For vehicle routing with capacities, see vehicle-routing-problem.
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supplier-selection
When the user wants to evaluate suppliers, select vendors, or perform supplier scoring and qualification. Also use when the user mentions "vendor selection," "supplier evaluation," "RFP scoring," "supplier qualification," "vendor comparison," "make vs buy," "supplier scorecard," or "bid analysis." For ongoing supplier risk monitoring, see supplier-risk-management. For contract negotiation, see contract-management.
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track-and-trace
When the user wants to implement shipment tracking, product traceability, or supply chain visibility. Also use when the user mentions "tracking," "traceability," "visibility," "serialization," "lot tracking," "batch tracking," "chain of custody," "provenance," "track and trace," or "shipment monitoring." For control towers, see control-tower-design. For compliance, see compliance-management.
data-ai24
value-analysis
When the user wants to conduct value analysis, evaluate medical products, establish formularies, or optimize product selection for healthcare. Also use when the user mentions "value analysis committee," "product evaluation," "clinical outcomes analysis," "total cost of ownership," "standardization," "formulary management," "evidence-based sourcing," "product selection," "physician preference items," or "cost-quality optimization." For hospital supply chain operations, see hospital-logistics. For cost analysis in general, see spend-analysis.
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supply-chain-automation
When the user wants to automate supply chain processes, build automation systems, or implement robotic process automation (RPA). Also use when the user mentions "process automation," "RPA," "workflow automation," "task automation," "supply chain bots," "automated replenishment," "auto-ordering," "automated decision-making," or "process orchestration." For analytics dashboards, see supply-chain-analytics. For optimization, see optimization-modeling.
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trim-loss-minimization
When the user wants to minimize material waste, reduce trim loss, or optimize material utilization in cutting operations. Also use when the user mentions "waste minimization," "scrap reduction," "material efficiency," "trim optimization," "yield maximization," "off-cut management," or "residual material utilization." For specific cutting problems, see 1d-cutting-stock, 2d-cutting-stock, or nesting-optimization.
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task-assignment-problem
When the user wants to optimize task assignments, match workers to jobs, or solve assignment problems. Also use when the user mentions "Hungarian algorithm," "assignment optimization," "worker-task assignment," "job allocation," "resource assignment," or "matching problem." For workforce scheduling, see workforce-scheduling. For routing, see picker-routing-optimization.
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supplier-risk-management
When the user wants to assess supplier risks, monitor supplier health, or develop risk mitigation strategies. Also use when the user mentions "supplier risk assessment," "supply chain risk," "business continuity," "supplier monitoring," "supply disruption," "risk scoring," "supplier financial health," or "contingency planning." For initial supplier selection, see supplier-selection. For overall supply chain risk, see risk-mitigation.
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sustainable-sourcing
When the user wants to implement sustainable procurement practices, evaluate supplier sustainability, or develop responsible sourcing programs. Also use when the user mentions "sustainable procurement," "responsible sourcing," "ESG sourcing," "ethical sourcing," "green procurement," "supplier sustainability," "sustainable suppliers," "social responsibility," or "environmental sourcing." For carbon tracking, see carbon-footprint-tracking. For circular economy, see circular-economy.
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warehouse-slotting-optimization
When the user wants to optimize warehouse slot assignments, improve pick efficiency, or design warehouse layouts. Also use when the user mentions "slotting optimization," "slot assignment," "ABC slotting," "pick path optimization," "storage location assignment," "warehouse layout optimization," or "forward pick locations." For picker routing, see picker-routing-optimization. For warehouse design, see warehouse-design.
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set-covering-problem
When the user wants to solve set covering problems, determine minimum coverage sets, or optimize facility coverage. Also use when the user mentions "set cover," "minimum set cover," "coverage optimization," "facility coverage problem," "service coverage," "location set covering," "maximal covering location problem," or "covering design." For general facility location, see facility-location-problem. For specific applications, see warehouse-location-optimization or hub-location-problem.
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warehouse-automation
When the user wants to implement warehouse automation, evaluate automation technologies, or design automated material handling systems. Also use when the user mentions "warehouse robotics," "automated storage," "AS/RS," "goods-to-person," "conveyor systems," "sortation," "AMR," "AGV," "automated picking," or "warehouse automation ROI." For warehouse layout design, see warehouse-design. For order fulfillment, see order-fulfillment.
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warehouse-design
When the user wants to design a warehouse, optimize warehouse layout, determine facility size, or configure storage systems. Also use when the user mentions "warehouse layout," "facility design," "warehouse sizing," "storage systems," "material flow," "pick path design," "dock configuration," or "space utilization." For warehouse location selection, see facility-location-problem. For slotting existing warehouses, see warehouse-slotting-optimization.
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workforce-scheduling
When the user wants to optimize workforce scheduling, create shift plans, or balance labor demand. Also use when the user mentions "staff scheduling," "labor planning," "shift optimization," "crew scheduling," "roster optimization," or "employee scheduling." For task assignment, see task-assignment-problem. For wave planning labor, see wave-planning-optimization.
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vrp-time-windows
When the user wants to solve VRP with time windows (VRPTW), optimize routes with delivery time constraints, or handle appointment scheduling. Also use when the user mentions "VRPTW," "time window routing," "scheduled deliveries," "appointment routing," "delivery windows," "earliest/latest delivery," or "hard/soft time windows." For basic VRP, see vehicle-routing-problem.
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tour-operations
When the user wants to optimize tour operations, manage tour packages, or coordinate travel itineraries. Also use when the user mentions "tour planning," "package tours," "tour logistics," "itinerary optimization," "tour operator management," "group travel coordination," "excursion planning," or "travel package optimization." For hotel inventory, see hotel-inventory-management. For hospitality procurement, see hospitality-procurement.
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vrp-backhauls
When the user wants to solve VRP with Backhauls (VRPB), optimize routes with both deliveries and pickups, or handle reverse logistics. Also use when the user mentions "VRPB," "backhaul optimization," "linehaul and backhaul," "delivery and pickup routes," "reverse logistics," or "return pickups." Backhauls are pickups that occur AFTER all deliveries on a route. For paired pickup-delivery, see pickup-delivery-problem.
data-ai24
warehouse-location-optimization
When the user wants to optimize warehouse locations, design warehouse networks, or determine optimal warehouse placement for distribution. Also use when the user mentions "warehouse siting," "warehouse network design," "storage facility location," "fulfillment center location," "regional warehouse optimization," "warehouse consolidation," or "distribution warehouse placement." For general facility location, see facility-location-problem. For distribution centers, see distribution-center-network.
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wave-planning-optimization
When the user wants to optimize pick wave planning, schedule warehouse operations, or improve order fulfillment efficiency. Also use when the user mentions "wave management," "batch picking," "pick wave scheduling," "order release optimization," "wave design," or "pick wave strategy." For order batching, see order-batching-optimization. For workforce scheduling, see workforce-scheduling.
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vehicle-routing-problem
When the user wants to solve the Vehicle Routing Problem (VRP), optimize multi-vehicle routes, or plan fleet delivery routes. Also use when the user mentions "VRP," "fleet routing," "multi-vehicle routing," "delivery route planning," "vehicle dispatch," "fleet optimization," or "route assignment." For single vehicle, see traveling-salesman-problem. For time windows, see vrp-time-windows.
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vehicle-loading-optimization
When the user wants to optimize truck loading, load delivery vehicles, or plan vehicle capacity utilization. Also use when the user mentions "truck loading," "delivery vehicle optimization," "van loading," "cargo van packing," "multi-drop vehicle loading," "delivery route loading," "axle weight distribution," or "vehicle utilization." For container loading, see container-loading-optimization. For route optimization, see route-optimization.
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lean-manufacturing
When the user wants to implement lean principles, eliminate waste, improve flow, or adopt continuous improvement. Also use when the user mentions "waste elimination," "value stream mapping," "5S," "kaizen," "kanban," "pull systems," "JIT," "just-in-time," "takt time," "continuous improvement," "muda," "SMED," or "cellular manufacturing." For quality methods, see quality-management. For maintenance, see maintenance-planning.
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guillotine-cutting
When the user wants to solve cutting problems with guillotine constraints, implement edge-to-edge cutting, or optimize guillotine cutting patterns. Also use when the user mentions "guillotine cuts," "edge-to-edge cutting," "straight cuts only," "two-stage cutting," "three-stage cutting," "n-stage guillotine," or "guillotine cutting stock problem." For general cutting, see 2d-cutting-stock or 1d-cutting-stock. For irregular shapes, see nesting-optimization.
data-ai24