Retail demand intelligence designed for store networks.

Eliminate stockouts on high-velocity SKUs and recover trapped working capital with autonomous store-level demand forecasting and automated dispatch orders.

01 // BASKET VELOCITY MODELING

Predict store depletion 14 days before shelves go empty.

Traditional retail inventory relies on retrospective averages — what sold last month or last quarter. In volatile markets like Lagos, Abuja, and Port Harcourt, consumer purchase behavior changes weekly based on local liquidity, regional payday schedules, inflation shifts, and transit gridlocks.

Demandra ingest POS transaction logs at the receipt line level every 15 minutes. Our models decompose item co-purchases, basket depth, and time-of-day traffic patterns to project SKU depletion curves across every individual shelf.

  • POS Ingestion Frequency Every 15 minutes (Webhook / Batch)
  • Forecast Granularity Store-SKU-Day
  • Forecast Horizon 14 to 60 Days Rolling
  • Model Accuracy Rate 98.2% on top 20% FMCG volume
Fully replenished supermarket aisle with Nigerian retail supervisor
Lekki Store #04 · Autonomous Replenish 98.2% Shelf Availability
Real-Time Shelf Depletion Signals
Lekki Megastore #04 · Dairy & Malt Critical in 36h
Current buffer: 48 crates. Predicted 3-day velocity: 142 crates. Auto-dispatch: 120 crates from Ikeja Hub.
Wuse 2 Abuja #12 · Refined Oil (5L) Balanced Buffer (18D)
Current buffer: 320 units. Projected monthly run-rate: 510 units. Auto-reorder scheduled for Sep 18.
Trans-Amadi PHC #02 · Packaged Rice Dispatch En Route
Order #ORD-8412 approved. 300 units dispatched from Central Distribution Center.
02 // INTER-STORE BALANCING

Re-route stock between stores before incurring fresh reorder costs.

In multi-store retail chains, one store often faces a critical stockout on premium beverages or imported staples while another branch 12 kilometers away holds 45 days of dormant stock.

Demandra identifies store-to-store variance in real time. Instead of triggering emergency supplier POs with 10-day lead times and minimum-order quantity surcharges, Demandra generates automated inter-store transfer manifests, routing excess units across municipal store clusters in hours.

Lagos Municipal Cluster Transfer Simulation
Surplus Detected: Ikeja Outlet #01
SKU: Evaporated Milk (48-Pack) · 180 crates above 30-day velocity baseline.
↓ Recommended Transfer (65 Crates) ↓
Deficit Prevented: Victoria Island Store #03
Depletion projected in 40h. Transfer avoids ₦1.8M in lost weekend sales.
RETAIL ENGINE CAPABILITIES

Everything your merchandising and logistics teams need.

CAPABILITY // 01

Supplier Lead-Time Buffers

Factored against local port customs clearing, fuel price variations, and regional distributor turnaround times so reorder triggers dynamically adjust.

CAPABILITY // 02

Seasonal & Holiday Spikes

Pre-trained neural networks capture holiday spikes (Ramadan, Easter, December festivities, Back-to-School) with category-level elasticity projections.

CAPABILITY // 03

Automated ERP Purchase Orders

Seamless two-way integration with Odoo, Microsoft Dynamics 365, SAP Retail, and custom POS architectures via authenticated REST webhooks.

ENTERPRISE DEPLOYMENT

Start forecasting demand across your retail stores.

Connect Demandra to your checkout POS in 48 hours and see immediate working capital recovery across all locations.

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