ShelfSight · Blog
How AI engines choose products, what blocks a catalog, and why we report stability ranges instead of fake precision.
There is no ad slot inside a ChatGPT answer. The three-part worklist for earning AI shopping visibility.
2026-07-02GTINs, specific product types, and literal descriptions: what blocks or buries a Shopify catalog in AI shopping answers.
2026-07-02The honest numbers on LLM referral traffic: small volume, higher intent, and insurance on the channel absorbing organic search.
2026-07-02Decisive-only scoring, stability ranges, and row-level receipts. The methodology rules behind ShelfSight's numbers.
2026-07-02Want the read on your own store? Run the free AI visibility report. No install, no signup.