AI Demand Forecasting: A Playbook for Retail and FMCG in Asia
Demand in Asian retail and FMCG moves faster than the monthly plan. This playbook covers demand sensing, promotional lift and channel visibility — and how to read demand where it actually happens.
In Asian retail and FMCG, demand shifts by the day and through long, multi-tier distribution. Planning on last month's numbers — and on sell-in rather than sell-through — distorts the whole chain and hides both lost sales and stranded stock.
Forecast where decisions are made
Aggregate forecasts hide the local variation where the money moves. Forecasting at SKU, store and channel level, with a confidence score on each number, tells planners exactly where to trust the model and where to intervene.
Separate baseline from promotional lift
With heavy promotional activity, planning on instinct erodes margin. Modelling incremental lift versus cannibalisation lets brands invest behind promotions that build the brand rather than merely pull demand forward.
Read demand at consumption
Extending visibility into distributors and retailers, and sensing near-term signals, aligns supply to what consumers actually buy. Demand sensing turns a monthly cycle into a continuous one — while there is still time to act.
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