Summer 2026 campaigns flooded channels with generated creatives. Winners used models to propose variants, then enforced human brand review and a hard cap on discount depth — otherwise revenue rose while margin collapsed.
Retail AI becomes dangerous when success is measured only in clicks and impressions. Personalization and ad variants pay off only when you also watch contribution margin per order and return rates, not just surface conversion.
The working process is simple: the model proposes, a human approves two variants, A/B runs only on those, and margin plus inventory are reviewed daily. Unbounded content generation raises media spend without protecting profit.
For mid-size Iranian retailers, starting with one product category or one channel is more controllable than “AI-ifying the whole campaign.”
Manager action: Generate five ad variants with AI, approve two, and A/B only those — track margin per order.
