Demand Planning Engine
Turn Demand Forecasts into Informed Planning Decisions
Demand varies across products, customers, channels, and markets. ELAI combines scalable forecasting, demand insights, and scenario simulations to help businesses make better-informed planning decisions.
Forecast at Scale
Generate demand forecasts across products and markets, with early warnings that highlight changes requiring attention.
Understand Demand Drivers
Identify the factors behind demand shifts to understand what is changing, why it is happening, and where to focus.
Simulate & Plan
Compare alternative scenarios to inform production, inventory, and commercial plans as business conditions evolve.
MONITOR
Demand Monitoring
What demand should we expect, and where is it deviating?
EXPLAIN
Driver Understanding
What is driving demand changes?
PLAN
Scenario Planning
What happens to demand under alternative commercial scenarios?
ACT
Demand Plan Activation
Which demand plan do we commit and hand off to planning systems?
Demand Planning Across Industries
Manufacturing
Estimate expected demand by product, customer and geography to inform production planning. Assess changes in volumes and compare scenarios before handing the selected demand plan to production teams.
Retail & E-commerce
Forecast demand by product and channel to prepare for seasonal peaks and promotional periods. Identify deviations early and revise plans as purchasing patterns change.
Consumer Goods
Anticipate demand across products, channels and markets, accounting for seasonality, prices and promotions. Compare commercial scenarios before selecting the demand plan to adopt.
Customer Results & Success cases
1. Monitor
What demand should we expect and where is it deviating?
AI MODELS
Multi-Level Demand Forecasting
Demand Exception & Early Warning
Granularity built in: SKU / product group, customer, channel, geography
2. Explain
What is driving demand changes?
AI MODELS
Demand Driver Attribution
Seasonality, trend, price, promotion, distribution, marketing support and external drivers
3. Plan
What happens to demand under alternative commercial scenarios?
AI MODELS
Demand Scenario Simulator
Price / promo and alternative commercial scenarios vs. baseline
4. Act
Which demand plan do we commit and hand off to planning systems?
AI MODELS
Recommended Demand Plan
Planning Activation
From analysis to the committed plan and handoff to planning systems