What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The reliable spine is non-AI: the arithmetic over the order book, last-season sell-through and the kharif and rabi calendar that shows demand patterns, forecast-against-actual gaps, slow-moving and near-expiry stock, stock-out risk on the best lines, and the working capital tied up in each.
Where AI helps
AI is confined to reading the order and sell-through history and surfacing patterns and gaps for the planner to weigh; it never owns the stocking decision, the purchase or the commitment.
Who signs off
A named person signs off anything touching money, stock, a customer promise, a regulated filing, a payment, a price, a credit decision or a people decision.