INDUSTRY · CPG / FOOD & BEVERAGE

AI Planning for CPG & Food & Beverage

CPG and food & beverage planning has zero margin for error — shelf-life constraints, promotional complexity, and retailer compliance demands make it one of the hardest planning environments. ForecastWorx uses AI to master all of it.

ForecastWorx was built by planning professionals who have implemented solutions for 45+ Fortune 500 companies across retail, wholesale, CPG, and manufacturing. Every workflow, dashboard, and AI model in this solution was informed by the real-world challenges that planning teams face — from managing promotional demand volatility and seasonal shifts to optimizing safety stock across thousands of SKU-location combinations. Below, you will find the specific problems this solution addresses, the results you can expect, and the capabilities that make it possible.

// THE PROBLEMS WE SOLVE

Shelf-life & freshness constraints

Perishable goods require precise inventory positioning. ForecastWorx incorporates shelf-life into replenishment logic to minimize waste while maintaining availability.

Promotional demand complexity

Trade promotions, retailer-specific events, and seasonal campaigns create massive demand swings. The AI engine models promotional lift and cannibalization effects.

Retailer compliance & fill rates

Missed shipments and low fill rates result in chargebacks and lost shelf space. ForecastWorx optimizes production and distribution to hit retailer service level targets.

New product introductions

Launching new flavors, sizes, or SKUs without sales history is a constant challenge. AI-driven analog matching generates forecasts from similar product performance.

// RESULTS YOU CAN EXPECT

45%
Less product waste
Shelf-life-aware inventory optimization
98%
Retailer fill rate
AI-optimized production & distribution planning
30%
Better promo ROI
Data-driven promotional lift modeling

What you get

Shelf-Life Aware Planning

Incorporate product expiration dates and freshness requirements into inventory optimization and replenishment decisions.

Promotional Lift Modeling

Quantify the demand impact of trade promotions, retailer events, and pricing changes with AI-driven uplift analysis.

Cannibalization Detection

Identify when promotions or new products steal demand from existing items and adjust forecasts network-wide.

Production Planning Integration

Connect demand forecasts to production schedules, accounting for batch sizes, changeover costs, and capacity constraints.

Retailer-Level Forecasting

Forecast demand at the retailer, channel, and region level to optimize distribution and meet compliance targets.

New Product Launch Forecasting

Use analog matching and attribute-based modeling to forecast new SKUs before sales history is available.

Frequently asked questions

How does ForecastWorx handle perishable goods?

The system incorporates shelf-life constraints into inventory optimization — ensuring stock is positioned to maximize freshness while minimizing waste and stockouts.

Can it model promotional demand?

Yes — the AI engine detects and quantifies promotional lift, cannibalization, and halo effects from trade promotions, retailer events, and price changes.

Does it support production planning?

ForecastWorx connects demand forecasts to production schedules, helping you plan batch sizes, changeovers, and raw material requirements.

How does it forecast for new product launches?

ForecastWorx uses analog matching — analyzing similar products in your portfolio — combined with attribute-based modeling to generate demand curves for new items.

Ready to transform your CPG planning?

See how ForecastWorx handles shelf-life, promotions, and production planning with AI.

"Forecasting is not about predicting the future perfectly. It's about being less wrong, faster."
— Nate Silver (adapted)