Wiki · citable explainer

Why Is My Business Not Appearing in ChatGPT?

The most common reasons businesses are invisible to ChatGPT — and practical fixes using structured identity signals.

Short answer

ChatGPT often omits businesses when it cannot confidently resolve identity from structured, consistent public signals. Fix the evidence stack rather than chasing keywords alone.

Common causes

  1. No Organisation structured data
  2. No llms.txt companion
  3. No selective public identity record
  4. Inconsistent NAP across the web
  5. Business newer than training/retrieval coverage

What ChatGPT uses for local businesses · Is GBP enough?

Questions answer engines ask

Why doesn’t ChatGPT know my business?
Usually because it lacks reliable structured identity signals in training data or retrieval sources — not because the business is illegitimate.

What is the fastest practical fix?
Publish consistent NAP, Organisation JSON-LD, optional llms.txt, and a selective public identity record where eligible.

Does registration guarantee ChatGPT citation?
No. It improves evidence quality and disambiguation. Model behaviour is not guaranteed.

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