Why isn't your business showing up in ChatGPT?

Demand is what makes the scarcity strange. The share of consumers who put local-service questions to an AI assistant climbed from single digits to nearly half inside a year, and the supply of businesses those assistants can confidently name barely moved. An owner with a solid map-pack position and good reviews can still be invisible to nearly every assistant their customers have started asking.

Because the baseline is near zero, absence by itself tells you nothing. Diagnosis means testing three specific failure points in order: the data layer, the entity facts, and the website itself.

The tell is easy to check: open your own Foursquare listing. For most local businesses it is unclaimed, half-filled, or carrying a category chosen by nobody in particular. The same check applies to the Apple and Bing listings. No assistant can recommend a business whose existence it cannot confirm in the data it licenses.

This failure cause comes first because it is the cheapest to rule out. Every one of those listings is free to claim, and the claim itself is an afternoon of work, not a project.

The disagreement is usually historical rather than careless: an old suite number on a directory, a tracking phone number left on one profile, a category picked in 2019. Humans read past those inconsistencies without noticing. Retrieval systems treat each mismatch as uncertainty about whether the entity is real — and uncertainty is resolved by naming someone else.

The check costs nothing: write down the exact name, address, phone, and hours from your website, then compare them against every profile you can find. Anything that differs, even by a suite number, goes on the fix list.

The one-minute test: request a key page with JavaScript disabled and read what actually comes back. If the answer is a skeleton, no amount of rewriting will help until the content moves into server-rendered HTML.

Before blaming the copy, rule out access. A meaningful share of invisibility cases trace to CDN or WAF bot rules that nobody reviewed after AI crawlers appeared — the page is fine, and the crawler is simply never allowed to fetch it. The crawler-by-crawler mechanics live on the technical SEO page.

The order matters because the returns are lopsided. The listing claims are cheap and almost nobody has done them; the crawler check is a technical task, not a project; the content restructuring is real writing work; and the measurement is what keeps everyone honest, since a single prompt's output is noise and only the aggregate trend means anything.

For owners who want the diagnosis done for them, Hitman Marketing's AI Visibility Teardown ($497, five business days) reports what ChatGPT, Perplexity, Gemini, and Google AI Overviews currently say about a business and its three closest competitors — including the claim status of every listing above. Most owners have never seen those answers.