KPI
Forecast accuracy: AI benchmark
Accuracy of a forecast against the actual outcome.
How to measure it
One minus the mean absolute percentage error over a stated horizon, on a holdout period.
Across the library
3 reported values, listed per use case below.
Higher is better. Unit: percent.
Reported values by use case
AI cash flow forecasting for corporate treasury
- Ant Internationalat least 90% · organization claim
- Capital A Berhad (AirAsia Group)90% · organization claim
AI demand forecasting and automated replenishment for retail
- Aeon Retailup to 40% · organization claim
Use cases that should track forecast accuracy
- AI cash flow forecasting for corporate treasury
- AI copilot for hotel revenue management
- AI demand forecasting and automated replenishment for retail
- AI demand forecasting for restaurant labor and prep scheduling
- AI dynamic pricing and markdown optimization for retail
- AI for clinical trial site selection and feasibility
- AI for fibre network route and build planning
- AI forecasting of wind and solar generation for grid balancing and trading
- AI trade promotion optimization for consumer goods manufacturers