Honest notes on AI shopping visibility

537 citations across ChatGPT, Perplexity, Gemini, Claude and AI Overviews: review sites dominate, YouTube gets 37, the store gets 0. The leaderboard, with receipts.

There is no ad slot inside a ChatGPT answer. The three-part worklist for earning AI shopping visibility.

GTINs, specific product types, and literal descriptions: what blocks or buries a Shopify catalog in AI shopping answers.

The honest numbers on LLM referral traffic: small volume, higher intent, and insurance on the channel absorbing organic search.

Decisive-only scoring, stability ranges, and row-level receipts. The methodology rules behind ShelfSight's numbers.