ShelfSight · Blog
How AI engines choose products, what blocks a catalog, and why we lead with counts: recommended in N of M answers, with the sample shown.
More than 35 Shopify apps promise AI visibility. What each kind does, what it costs, and how to choose, from the maker of one of them.
September 29, 2026Google says it ignores llms.txt. What the file does, what it doesn't, and what actually decides whether AI assistants recommend your products.
September 29, 2026A repeatable way to see whether ChatGPT, Perplexity and Gemini recommend your Shopify store, and what to check when they don't.
September 28, 2026Shopify lists your products in ChatGPT, Gemini, Copilot and Meta by default. What that does, what it doesn't, and what you control.
September 28, 2026A June to July 2026 snapshot: 537 citations across ChatGPT, Perplexity, Gemini, Claude and AI Overviews. Review sites dominate; the store got 0.
July 7, 2026 · updated September 28, 2026ChatGPT ads sit below the answer, not in it. The three-part worklist for earning AI shopping visibility.
July 2, 2026 · updated September 28, 2026GTINs, specific product types, and literal descriptions: what blocks or buries a Shopify catalog in AI shopping answers.
July 2, 2026 · updated September 28, 2026The sourced numbers on AI referral traffic: small volume, mixed evidence on conversion, and insurance on the channel absorbing organic search.
July 2, 2026 · updated September 28, 2026Decisive-only counts, unsure answers left out, and row-level receipts. The methodology rules behind ShelfSight's numbers.
July 2, 2026 · updated September 28, 2026Want the read on your own store? Run the free AI visibility report, a check of your public product feed with no install and no signup.