It’s the question merchants actually type — we see it in our own search data. And most answers you’ll find are either “buy our AI-visibility tool” or vague content advice. Here is the mechanical answer, from a team that tracks its own brand through this exact plumbing every week — including the unflattering numbers.

Your brand is missing from ChatGPT for one (usually two) of three reasons. They stack, and they’re fixable in order.

Layer 1 — the index: ChatGPT cites what Bing ranks

When ChatGPT searches the web, it largely rides Bing’s index (87% of its citations match Bing’s top results — the full mechanics and fix, with sources). If Bing doesn’t rank you for a question, ChatGPT has nothing to cite. This is the boring, load-bearing layer everyone skips — merchants obsess over Google and never once open Bing Webmaster Tools.

Our own first-hand baseline, published warts and all: our brand query sits at average position 6 on Bing, and Microsoft Copilot cited us zero times in all of July. Not “rarely” — zero. Copilot cites what Bing ranks; so will any assistant that leans on the same index. Until the boring layer is fixed, no amount of “AI content optimization” matters.

Do this: verify your site in Bing Webmaster Tools (one-click import from Google Search Console), submit changed URLs via IndexNow, then watch the AI Performance report — citations in Copilot, a native “am I visible to AI” metric, free.

Layer 2 — the entity: assistants answer about the NAME, not your site

Assistants don’t retrieve your website; they retrieve everything the name matches — including competitors and near-namesakes. We learned this the painful way: a prospective customer asked ChatGPT about us and got a name-twin’s price presented as ours, plus the claim that our domain redirects to theirs. Every fact wrong, confidently delivered.

If your brand name is shared, generic, or close to others (most are), the assistant may be describing someone else when asked about you.

Do this: make your identity machine-verifiable and consistent everywhere — Organization JSON-LD with legalName and sameAs links to your real profiles (LinkedIn, Crunchbase, GitHub, Wikidata if you qualify); the same name, operator and price on your site, your profiles and your listings; and a plain FAQ that says what you are and what you are not. Give the machine the disambiguation sentence — or it will improvise one.

Layer 3 — the answer surface: give it something to quote

Assistants quote pages that answer questions plainly. A page of lifestyle photography with prices hidden in JavaScript gives an assistant nothing to work with. The pages of ours that DO rank in this plumbing are the ones that answer one precise question in plain text — not our homepage.

Do this: serve an llms.txt (your store, in your own words, for machines), put price/stock/variants in Product JSON-LD on the product page itself, and answer your real customer questions (shipping, returns, compatibility) in crawlable text, linked from your main navigation — footer-only pages are invisible to an agent walking your link graph.

The trap: chasing citations while your store is unbuyable

Here’s the part the visibility industry won’t tell you: being mentioned is not being bought from. Suppose you win — ChatGPT cites you tomorrow. The shopper’s assistant then visits your store to check stock and price… and finds no machine-readable offer, a cart behind a bot wall. It recommends the competitor it could parse. In our July scan of 27 supplement stores, the vertical’s most-advertised brands — the most visible ones — were precisely the least buyable (AG1: 16/100).

Visibility gets you into the conversation. Buyability closes the sale. Audit both — the free scan covers the second in 30 seconds.

The checklist, in order

  1. Bing Webmaster Tools: verify, submit sitemap, read AI Performance monthly
  2. Organization JSON-LD + sameAs + consistent facts everywhere
  3. A disambiguation FAQ if your name has neighbors (it does)
  4. llms.txt + Product JSON-LD with live price/stock
  5. Plain-text answers to real questions, linked from the main nav
  6. Then check the layer that pays: can an agent actually buy?

Sources