Teenva AI & Digital Ventures builds warehouse intelligence AI for ecommerce fulfillment centers, 3PL DCs, and FMCG distributors from Bangalore, India. Teenva optimizes SKU slotting, pick paths, wave release, and labor shifts inside your facility—using pick history, demand forecasts, and WMS constraints—integrated with your custom WMS or via API integration services.
Static slotting goes stale after assortment changes; pickers walk miles on bad paths. Teenva reduces travel time per order, dock congestion, and mis-picks—then hands off outbound timing to route optimization and customer questions to logistics tracking chatbot.
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Warehouse intelligence AI—slotting, pick paths, waves, and labor planning on your WMS.
Hub: AI solutions · Domain: Logistics
Inside-the-DC problems we improve
| Problem | AI / optimization output |
|---|---|
| Slotting | Which SKU belongs in golden zone vs bulk reserve |
| Pick path | Shortest walk sequence per batch/wave |
| Putaway (scoped) | Suggested bin after inbound receipt |
| Wave planning | Which orders release when to balance lanes |
| Labor forecast | Pickers/packers needed by shift from outbound forecast |
| Congestion (scoped) | Stagger fast-mover replen to aisle peaks |
| Inventory health (scoped) | Slow mover relocation, dead stock flags |
| Cross-dock (scoped) | Direct staging vs putaway decision |
Outputs feed WMS tasks—location moves, pick lists, labor plans—not generic chat advice.
How intelligence is generated
| Component | Role |
|---|---|
| Velocity scoring | Pick frequency, cube, weight from WMS history |
| Affinity (scoped) | SKUs often picked together → adjacent slots |
| Forecast link | Demand forecasting lifts pre-positioning |
| Layout graph | Aisle distances, one-way rules, equipment type |
| Solver | Slotting MIP/heuristics; TSP-style pick sequencing |
| Simulation (scoped) | Compare km/order before/after slot change |
| Feedback | Actual pick times refine travel estimates |
Features we implement
Slotting recommendations API
Move list with ROI estimate (km saved)Pick path optimizer
Batch/cart pick sequence for released wavesWave engine hooks (scoped)
Priority rules + capacity capsLabor planning dashboard
Headcount by shift from forecast + productivityHeatmaps
Pick density, congestion aisles, SLA risk ordersWhat-if
New SKU introduction slot; aisle closure impactWMS integration
Task export: relocation, pick route, pack station queueKPI tracking
Lines/hour, km/pick, cut-off miss rate vs baselineVision assist (scoped)
Cycle count anomaly from camera/RPA feed
Architecture
WMS events (picks, putaway, inventory, orders)
Data lake / feature store (SKU velocity, layout graph)
Forecast ingest (optional) + business rules
Slotting + pick-path + labor optimizers
Recommendations API → WMS task queue / supervisor UI
Execution feedback → retrain travel times & velocity
- Not LLM-operated forklifts — Deterministic optimization + ML features
- Deployment — Batch nightly slotting; real-time pick sequence at wave release
Use cases by facility type
| Facility | Focus |
|---|---|
| Ecommerce multi-SKU DC | Golden zone slotting, batch pick paths |
| Quick commerce dark store (scoped) | Micro-slotting, high-frequency replen |
| 3PL multi-client (scoped) | Client-specific zones, shared labor model |
| FMCG bulk + pick (scoped) | Pallet reserve vs forward pick face |
| Cold chain (scoped) | Minimize door-open time via pick sequence |
| Returns processing (scoped) | Restock putaway rules |
Integrations
| System | Role |
|---|---|
| Custom WMS | Inventory locations via custom software development |
| Demand forecasting | Volume by SKU from demand forecasting AI |
| Route optimization | Dispatch cut-off via route optimization AI (scoped) |
| API integration services | ERP/OMS via API integration services |
| Mobile pick app | Pick sequence on mobile pick app (scoped) |
| Supply chain analytics | DC KPI rollup via supply chain analytics AI (scoped) |
WMS defaults don't know your pick heatmap.
We model your aisles, velocities, and cut-offs—and quantify km and labor saved before you move a pallet.
Warehouse intelligence vs other logistics AI
| Product | Focus |
|---|---|
| Warehouse intelligence AI | Inside DC: slotting, picks, labor |
| Demand forecasting AI | How much volume coming |
| Route optimization AI | Outside DC: vehicle routes |
| Logistics tracking chatbot | Customer shipment status FAQ |
| Supply chain analytics AI | Network-wide KPIs and scenarios |
Why Teenva AI
WMS + optimization team
Not analytics slides only—we ship task integrationsEcommerce DC reality
High SKU count, promo spikes, cut-off pressureMeasurable ROI
km/pick and lines/hour before/afterPhased rollout
Pilot one zone before full relayoutOps
Managed IT support when WMS exports change
Managed IT support when WMS exports change. Outbound timing via route optimization.
Delivery process
Discovery
DC layout, WMS, pick modes (single/batch/wave), KPIs
Data extract
Pick history, locations, order lines (anonymized)
Baseline
Current km/order, lines/hour, cut-off miss %
Layout digital twin
Aisle graph and constraints
Slotting v1
Top velocity SKUs; move list for supervisor approval
Pick path pilot
One wave type; compare walk time
Labor model (scoped)
Shift plan from forecast + productivity
WMS task automation
Export relocations and pick sequences
Monitor & refresh
Monthly slotting refresh; seasonal pre-slot
Frequently asked questions
No—we integrate; intelligence layer sends recommendations and tasks to existing WMS.
Monthly or after major assortment change; fast movers reviewed weekly (configurable).
No—pick paths use optimization solvers on your layout graph.
Works with manual and mechanized DCs; robotics integration scoped separately.
Zone-level slotting per client contract (scoped) with shared labor view.
- Yes—forecast drives pre-slot and labor shifts.
km per pick, lines per labor hour, same-day ship rate, cut-off misses.
Pick sequence minimizes door time (scoped) with temperature zone rules.
Lightweight slotting + pick sort still valuable; scope reduced.
10–12 weeks MVP (slotting recommendations + pick path for one pick mode) with WMS data export.
Explore
Build your warehouse intelligence layer
Build your AI solution with us—slotting, pick paths, waves, and labor planning on your WMS.
Build your AI solution with us
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