Case Studies

Consultation Projects, measurable results.

Eight supply chain engagements across retail, e-commerce, FMCG manufacturing, food, construction, training, mining and multi-industry advisory in Saudi Arabia and Egypt. Every project below was built on data, forecasting and AI, and every result is documented.

7
Engagements
6
Industries
2
Countries
7
Months, longest engagement
Featured engagement

The flagship: AI for forecasting, inventory and pricing.

Retail / FMCG · Flagship

AI Supply Chain Optimization for FMCG Manufacturer

A leading FMCG manufacturer in Saudi Arabia operating 7 warehouses and a nationwide network of distribution branches was losing revenue to chronic stockouts of fast-moving lines while simultaneously overstocking slow-moving items, with no scientific basis for pricing decisions. With 5 years of fragmented sales and retail sell-out data spanning thousands of SKUs, the team relied on spreadsheets and intuition for forecasting, replenishment and pricing. There was no central demand forecasting system, no S&OP process in place, and no visibility into branch-level demand patterns. Executive leadership recognized the need for a transformation: from gut-feel decisions to AI-powered supply chain management across forecasting, inventory and pricing.

ML Demand Forecasting (ANN, XGBoost, Prophet) AI Pricing Optimization (Price Elasticity Modeling) Multi-Location Inventory Optimization (Safety Stock, ROP, EOQ) + 5 more
Key result

Delivered production-grade ML demand forecasting processing 5 years of multi-location sales and sell-out data

Read the full case
2023 AI Supply Chain Optimization for FMCG Manufacturer A living neural network with signal pulses racing along synapses feeding a luminous forecast chart with expanding ping rings. Badges carry the real outcomes. 🧠 AI Supply Chain Optimization for FMCG Manufacturer Retail / FMCG · Saudi Arabia · 1-wk assessment + 4 months AI ML ANN · XGBoost · Prophet compared DEMAND FORECAST 5 yrs unified history → COVERAGE 7 warehouses SALES DATA MODELED 5 yrs S&OP established
The work

All case studies, filter by industry.

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2026 Retail / FMCG Cosmetics AI Inventory Policy Consultation A ringed AI demand hub feeding five branches through curved flowing paths, beside a falling stockout curve. Badges carry the real outcomes. 💄 Cosmetics AI Inventory Policy Consultation Retail / FMCG · Saudi Arabia · 3 months AI DP AI Demand Pool · daily polling Branch 1 Branch 2 Branch 3 Branch 4 Branch 5 STOCKOUTS ↓ fast movers TURNOVER ↑ across branches OUTCOME 3 mo repeatable

Cosmetics AI Inventory Policy Consultation

Saudi Arabia 3 months
Stockouts down on fast movers
Turnover ↑ across branches
3 mo to a repeatable process
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2026 Mining & Drilling Services AI-Driven Inventory Optimization for Mining Industry Warehouse silos with animated fill levels feeding an ML Min-Max core, beside a large donut showing the 75 percent annual cost reduction. Badges carry the real outcomes. ⛏️ AI-Driven Inventory Optimization for Mining Industry Mining & drilling services · Saudi Arabia · 5 weeks WH 1 WH 2 WH 3 ML Min-Max 440+ SKUs -75% annual relevant cost monthly plan · AI-drafted policy runs every month ANNUAL COST -75% SKUS OPTIMIZED 440+ DATA TO PLAN 5 weeks

AI-Driven Inventory Optimization for Mining Industry

Saudi Arabia 5 weeks
-75% annual relevant cost
440+ SKUs optimized
5 wks from data to plan
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2025 E-commerce Long-Term Demand Forecasting for E-commerce A living seasonal wave riding a rising ten-year forecast trend with light-beam milestones and a 95 percent confidence band. Badges carry the real outcomes. 🔮 Long-Term Demand Forecasting for E-commerce E-commerce · Saudi Arabia · 3 months SHORT · 0-3 mo MEDIUM · 3-12 mo LONG · 1-10 yr NOW +3 YR +5 YR 10-YR 95% confidence band HORIZON 10-yr forecast GRANULARITY per-line detail RISK VIEW CIs for risk

Long-Term Demand Forecasting for E-commerce

Saudi Arabia 3 months
10-yr demand forecast
Per line product-level detail
CIs for risk assessment
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2025 Multi-Industry Advisory Rapid Supply Chain Engagements A scanning hub with engagement-type chips beside outcome panels: minus 20 percent fleet cost, plus 25 percent on-time processing, minus 40 percent abnormal processes. ⚡ Rapid Supply Chain Engagements Multi-industry advisory · Saudi Arabia & Egypt · 1 wk – 7 mo per engagement SCAN 🚚 Fleet cost teardown 🤝 Supplier scoring -20% fleet cost identified +25% on-time processing -40% abnormal processes focused analysis → clear deliverable → immediate action DIAGNOSTIC 48-hr readout 6 ENGAGEMENT TYPES · 1 CASE

Rapid Supply Chain Engagements

Saudi Arabia & Egypt 1 week to 7 months per engagement
-20% fleet cost identified
+25% on-time processing
-40% abnormal processes
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2024 Construction Materials / Building Supplies Construction Supply Chain Planning and Inventory Optimization A training-plan checklist and session path from forecasting to automated purchase orders, beside a ring showing 85 percent of internal issues fixed. 🎓 Construction Supply Chain Planning and Inventory Optimization Building-materials retailer · Saudi Arabia · 6 weeks TRAINING PLAN 85% ISSUES FIXED reported by the CEO · 2026 S1Forecasting S2Regression · time series S3EOQ · ROP · safety stock S4Automated POs (Excel) INTERNAL ISSUES FIXED 85% PURCHASE ORDERS automated calcs ENGAGEMENT 6 wks theory→practice

Construction Supply Chain Planning and Inventory Optimization

Saudi Arabia 6 weeks
85% internal issues fixed
POs automated calculations
6 wks theory to practice
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2023 Food Manufacturing Optimized Forecast, Inventory & Distribution for a Manufacturer Pareto analysis of sales data with a rising cumulative line. Badges carry the real outcomes. 🏭 Optimized Forecast, Inventory, and Distribution Process for a Manufacturer with Wide Distribution Network and Critical Shelf Life Food manufacturing · Saudi Arabia · 2 months A · 20% OF SKUs B CLASS C · LONG TAIL 60% 80% 95% FORECAST ACCURACY 80%+ FORECAST CYCLE weeks → hours SALES DATA 125MB+

Optimized Forecast, Inventory, and Distribution Process for a Manufacturer with Wide Distribution Network and Critical Shelf Life

Saudi Arabia 2 months
80%+ forecast accuracy
Wks → hrs forecasting cycle
125MB+ of sales data processed
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2023 Retail / FMCG AI Supply Chain Optimization for FMCG Manufacturer A living neural network with signal pulses racing along synapses feeding a luminous forecast chart with expanding ping rings. Badges carry the real outcomes. 🧠 AI Supply Chain Optimization for FMCG Manufacturer Retail / FMCG · Saudi Arabia · 1-wk assessment + 4 months AI ML ANN · XGBoost · Prophet compared DEMAND FORECAST 5 yrs unified history → COVERAGE 7 warehouses SALES DATA MODELED 5 yrs S&OP established

AI Supply Chain Optimization for FMCG Manufacturer

Saudi Arabia 1-week assessment + 4 months
7 warehouses covered
5 yrs of sales data modeled
S&OP process established
Read the case
The method

How every engagement runs, from data to decisions.

01

Diagnose

Audit your data, processes and pain points across the full network.

02

Model

Build forecasting and optimization models on your real data, not assumptions.

03

Pilot

Prove the value in one focused scope before scaling across the business.

04

Scale

Embed the process, train your team and hand over the tools.

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