The useful change is not an automatic buy plan. It is a weekly decision record that makes source freshness, forecast versions, exceptions, commercial inputs, ownership, and human approval visible.
Begin with the buying decision, constraints, and a transparent baseline. Use AI to test demand and substitution assumptions—not to turn uncertain fashion forecasts into an automatic order.
Small fashion teams can begin with clean weekly data, a hard-to-beat baseline, honest uncertainty, and a repeatable buying decision.
Inventory-responsive markdowns can be useful. Secretly estimating what one shopper will tolerate is a different practice with a different trust and regulatory risk.