Inventory Optimization for High-Scale Hypermarket Retail

The client is a prominent hypermarket retail network managing 60 full-format stores with an annual revenue baseline of 35.5B EGP. Facing the massive computational complexity of managing 17,500 active SKUs across high-velocity and highly perishable product categories, the organization deployed the Makkook DIOS Retail Suite for a 4-month live optimization test period to evaluate its performance under real-world operational pressure.

KPI Friction: Conflicting operational goals where procurement over-purchased to hit bulk discount targets, while store managers over-stocked safety buffers to protect shelf availability.

Capital Stagnation: Manual inventory planning resulted in a bloated 36-day inventory cycle, severely locking up operational cash flow.

High Perishable Waste: Manual allocation formulas failed to synchronize dynamic store demand with product expiration dates, generating a baseline waste and shrink cost of $4.2M/year.

Passive Tech Stack: Existing ERP and legacy BI tools could only track historical stockouts and losses post-mortem, lacking the capability to prevent margin erosion in real time.

Optimization-Native Engine: Deployed Makkook DIOS—not generative AI—to calculate global multi-objective trade-offs between purchasing, logistics, and store operations simultaneously.

Constraint Modeling: Automatically compiled real-world physical boundaries, including warehouse pallet limits, cold-chain transport configurations, supplier MOQs, and shelf-life timelines.

Automated Execution: Shifted the client from manual intervention to algorithmic command, processing and executing 2.47 million automated, constraint-feasible SKU decisions over the test period.

Total Financial Yield: Delivered $7.7M USD in total validated optimization impact over the 4-month deployment.

Stock Availability Lift: Captured $4.2M in value by driving shelf availability up by +4.4 percentage points (from 93.4% to 97.8%).

Working Capital Liberated: Unlocked $1.9M in liquidity by compressing inventory cycles by -39% (from 36 down to 22 days).

Inventory Velocity Boost: Increased inventory turnover by +70%, accelerating from a ~10× annual baseline to ~17× annual turnover.

Gross Margin Expansion: Directly expanded gross margins by +5.3 percentage points (from 18.5% to 23.8%).

Shrinkage Mitigation: Saved $1.0M by slashing inventory waste and shrink costs by -70% (reducing a $4.2M/year baseline down to a $1.26M/year rate).

Cash Flow Acceleration: Increased net cash flow by +45%, raising monthly liquid capital from $2.74M to $3.96M per month.

Supply Chain Efficiencies: Captured $440K through optimized bulk purchasing coordination and $160K in distribution fleet routing.

Operating Layer: Makkook DIOS deployed seamlessly as an optimization-native operating system sitting directly above the legacy environment.

Data Integration: Active, live bidirectional integration pipelines synced with existing ERP systems, Warehouse Management Systems (WMS), and Point-of-Sale (POS) data networks.

Operational Interface: Utilized Structured Decision Configuration, allowing the client's existing operations team, rather than data scientists, to directly adjust constraints, dictate rules, and accept real-time trade-offs.