DEMANDRA OS 3.2 // AUTONOMOUS RETAIL PLATFORM

Know what every store will need next.

Demandra connects checkout velocity, local consumer demand, and supplier lead times across your retail network — predicting store replenishment 14 days before shelves run empty.

Explore Prediction Model
BUILT IN LAGOS, NIGERIA
EXPANDING PAN-AFRICA
2,400+ DOORS & DEPOTS CONNECTED
01 // THE RETAIL BLIND SPOT

The shelf tells you after the problem has happened.

A commercial supermarket can appear completely stocked on Monday morning and suffer crippling stockouts on high-margin household items by Friday evening. Demandra reads the depletion pattern earlier.

Nigerian supermarket inventory manager standing before depleted, bare retail shelves
⚠️ CRITICAL DEPLETION DETECTED
Lekki Superstore · Household Staples Stockout in 18 Hours
[STATE 01 // CRITICAL DEPLETION RISK]

Fast-Moving Household Staples Run Dry Mid-Weekend

Legacy ERP spreadsheets and consolidated chain averages fail to detect neighbourhood-level consumption surges until cashiers turn away frustrated shoppers.

68%
of store stockouts hit the top 20% highest-velocity goods.
₦4.2M
average weekend revenue lost per store from late reorders.
Nigerian retail merchandising supervisor standing proudly beside fully-stocked, perfectly organized supermarket aisles
✓ AUTONOMOUS REPLENISHMENT ACTIVE
Ikeja Depot → Lekki Store 120 Cases Pre-Dispatched
[STATE 02 // PREDICTIVE REPLENISHMENT]

Continuous Depletion Forecasting 14 Days Ahead

Demandra models register sales velocity against local payday timing and distributor transit schedules, dispatching the exact replenishment volume before shelves thin out.

99.2%
on-shelf product availability maintained across store clusters.
14 Days
rolling predictive lead-time buffer between checkout and depot.
02 // END-TO-END RETAIL FLOW

Explore how Demandra synchronizes the entire value chain.

From FMCG manufacturing warehouses to neighbourhood supermarket checkouts — a single connected intelligence model replacing fragmented ERP spreadsheets.

Nigerian FMCG logistics supervisor managing inventory in high-density pallet warehouse in Lagos STAGE 01 · FMCG DEPOT

FMCG Inbound & Depots

Manufacturers and wholesale distributors balance buffer stocks using multi-echelon lead time analytics.

Supplier Lead Time: 4.2 Days
Logistics delivery vehicles and dispatch coordination in Lagos distribution hub STAGE 02 · FLEET DISPATCH

Cross-Dock Fleet Dispatch

Automated transfer orders group shipments by cluster route, minimizing empty truck mileage.

840 Cases Cross-Docked Today
Organized supermarket grocery aisle in Lagos commercial retail center STAGE 03 · RETAIL FLOOR

Gondola Shelf Health

Store managers receive guided pack-out instructions prioritizing items nearing critical stockout limits.

Inter-Store Rebalance Active
Nigerian cashier scanning FMCG packaged goods at modern supermarket checkout counter in Lagos STAGE 04 · CHECKOUT POS

Checkout POS Velocity

Real-time transaction signals feed back into the central demand graph with sub-second latency.

142 Barcodes Scanned / Min
03 // DECISION INTELLIGENCE

From “we might run out” to “move it now.”

One store has more stock than its weekly baseline requires. Another is heading toward a weekend shortage. Demandra surfaces the exact imbalance and triggers the corrective transfer.

Click any parameter or shelf bay to trigger dynamic store rebalancing.
Gino Cooking Oil (5L) CRITICAL · 18%
Depletion rate: 14 units/hr ↑
Peak Evaporated Milk OPTIMAL · 76%
Depletion rate: 8 units/hr →
Indomie Onion Chicken SURGE · 24%
Depletion rate: 32 cartons/hr ↑
Nestlé Golden Morn (1kg) STABLE · 65%
Depletion rate: 6 units/hr →
Transfer Recommendation #TR-9042 Move 80 Cases from Surulere Hub → Lekki Store #04
EXECUTE REBALANCE
04 // THE NEURAL PREDICTION ENGINE

Demand moves before the shelf does.

POS checkout register velocity, municipal payday liquidity, festival calendars, and supplier delivery lead times synthesize into a single continuous demand trajectory.

STAGE 01 Demand Sensing (Continuous Checkout Velocity)
STAGE 02 Pattern Neural (Payday, Seasonality & Festival Waves)
STAGE 03 SKU Depletion (Store-Level Consumption Curves)
STAGE 04 Auto-Replenish (Depot Cross-Dock Dispatch Orders)
STAGE 05 Cluster Rebalance (Inter-Store Surplus Redistribution)
Depletion Trajectory (14-Day Horizon) ● Live Model Active
AI Velocity Anomaly Detected Checkout velocity accelerating 240% above Friday evening baseline. Automated dispatch triggered from Ikeja Depot to maintain shelf availability.
06 // PRODUCT ROADMAP

The future of retail intelligence.

Upcoming capabilities being built into the Demandra core engine.

Q3 2026 // COMPLETED

Dynamic Weather Integration

Forecasting logic now ingests regional weather patterns (rainy season transit delays, heatwave beverage spikes) to dynamically adjust store safety buffers.

Q4 2026 // IN PROGRESS

Perishable Markdown Automation

Automated variable pricing recommendations for perishable goods (dairy, fresh produce) 48 hours before expiration to prevent write-offs.

Q1 2027 // UPCOMING

Generative Procurement Copilot

A conversational AI assistant allowing merchandising directors to query complex procurement scenarios and run instant "what-if" supply chain simulations.

05 // SCALE & NETWORK COVERAGE

One synchronized view across 2,400+ doors.

Demandra synchronizes high-volume supermarket checkouts across municipal retail clusters, modeling millions of live transactions daily.

12.4M
daily SKU demand signals scored across multi-store commercial checkouts and FMCG wholesale depots.
2,400+
active retail doors, supermarkets, and wholesale distribution hubs modeled in Nigeria and West Africa.
99.4%
fulfillment order accuracy on autonomous replenishment dispatches across regional store networks.
PAN-AFRICA EXPANSION CORRIDORS

Built for the way African retail actually moves.

Begin with Nigerian commercial retail hubs in Lagos, Abuja, and Port Harcourt. Expand the predictive intelligence layer across West and East Africa, then directly into European retail trade corridors.

Explore Regional Roadmap
Lagos · Nigeria Core Hub
Accra · Regional Expansion Hub
06 // EXECUTIVE LEADERSHIP

Built by Nigerians who know the problem firsthand.

Former FMCG supply chain executives, retail operations directors, and machine learning researchers who have managed Nigerian supermarket logistics from the warehouse floor to the cash register.

Folarin Adeyemi, Co-founder and CEO of Demandra
CO-FOUNDER & CEO · NIGERIAN
Folarin Adeyemi 12+ Years FMCG Distribution Leadership

Former regional supply chain director managing ₦38B in annual food and beverage distribution across Nigeria, Ghana, and Côte d'Ivoire.

Dr. Amina Bello, Co-founder and CTO of Demandra
CO-FOUNDER & CTO · NIGERIAN
Dr. Amina Bello PhD in Applied Time-Series Machine Learning

Pioneer of high-throughput retail demand forecasting architectures built on Microsoft Azure. Imperial College London & ABU Zaria alumni.

Chuka Okonkwo, Co-founder and CPO of Demandra
CO-FOUNDER & CPO · NIGERIAN
Chuka Okonkwo Ex-Retail Operations Lead across 80+ Doors

Led merchandising operations, stock auditing, and store rollouts for prominent supermarket and pharmacy retail chains in West Africa.

RETAIL INTELLIGENCE DEPLOYMENT

Every store has a pattern. Demandra finds it.