# ChatGPT has little or nothing to say about you.
> When an assistant has little or nothing to say about you or your brand: how to check access, sources and identity before concluding anything.
- Page: https://mohammedteto.com/problems/not-mentioned-by-chatgpt/
- Language: en — French version: https://mohammedteto.com/fr/problemes/absent-de-chatgpt/
- Author: Mohammed Teto (https://mohammedteto.com/#person)
- Published: 2026-10-07
- Updated: 2026-10-04
Absence has several possible causes, and the first to check is the simplest: whether the assistant is allowed to read your site at all.
Being absent from AI answers means that an assistant, asked directly about a person or an organization, has little to say or says it cannot find reliable information. It is different from being left out of a recommendation, where the question is about a category. Absence is checked in order: access first, then sources, then identity.
## How to recognize it
- **A direct question gets a vague answer** "I could not find reliable information about…"
- **The answer describes a namesake** And says nothing about you. See [confused with someone else](https://mohammedteto.com/problems/entity-confusion/).
- **The answer is generic** It repeats your own tagline and nothing more.
- **Present in one assistant, absent in another** Which is itself a finding.
If you are described correctly and simply not listed when someone asks for the best providers in a category, see [competitors recommended by AI](https://mohammedteto.com/problems/competitors-recommended-by-ai/).
## Why it can appear
**The assistant cannot read the site.** OpenAI states that sites opted out of OAI-SearchBot will not be shown in ChatGPT search answers ([OpenAI, crawlers](https://developers.openai.com/api/docs/bots)). A robots.txt rule written to block AI crawlers in general can have that effect. See [what the providers document](https://mohammedteto.com/generative-engine-optimization/#providers).
**The pages are not eligible.** For Google's AI features, a page must be indexed and eligible to be shown in Google Search with a snippet to appear as a supporting link ([Google Search Central, AI features](https://developers.google.com/search/docs/appearance/ai-features)).
**There is little to retrieve.** A site with few pages in text, no page that states who you are, and no independent source that mentions you gives an assistant little to work from.
**The identity is unclear.** A name shared with others, or written several ways, can leave the assistant unable to tell which entity is meant. See [confused with someone else](https://mohammedteto.com/problems/entity-confusion/).
## How to verify it
1. **Ask directly.** "Who is…", "What does … do", in each assistant, several times.
2. **Check access.** Read your robots.txt: is OAI-SearchBot, or any other crawler you rely on, disallowed?
3. **Check indexing.** Are your main pages indexed, with a snippet?
4. **Check what exists.** Search your name: which pages describe you, and how many of them are not yours?
5. **Check identity.** Is your name written the same way on your site and profiles, and is there a namesake?
6. **Compare engines.** Record where you appear and where you do not.
## What can be corrected
| Finding | What can be done |
|---|---|
| A crawler is blocked by mistake | Change the rule; OpenAI's search crawler (OAI-SearchBot) and its training crawler (GPTBot) are set separately in robots.txt ([OpenAI, crawlers](https://developers.openai.com/api/docs/bots)) |
| Pages are not indexed | Fix what prevents indexing: this is SEO work |
| No page states who you are | Publish one reference page, in text |
| Important content is in images or scripts | Put it in text; Google lists this among its best practices ([Google Search Central, AI features](https://developers.google.com/search/docs/appearance/ai-features)) |
| Nothing independent mentions you | See [weak independent sources](https://mohammedteto.com/problems/weak-source-authority/) |
## What cannot be guaranteed
Being readable is a condition, not a result. No one can guarantee that an assistant will mention you for a given question, and the provider documentation cited on this page states conditions for being shown, not how sources are chosen for a given answer. Google states that no special file or markup is needed to appear in its AI features, so adding one is not a remedy.
## Evidence and sources needed
- **A reference page** That states the name, the role or activity, and the facts that matter.
- **Structured data that matches it** To state the identity in a form machines read. See [entity optimization](https://mohammedteto.com/entity-optimization/).
- **Sources you do not control** That mention you in their own words.
- **Substance on the page** The paper that introduced the term GEO reports that adding citations, quotations and statistics to a source can boost its visibility in generated answers, in a controlled benchmark ([arXiv:2311.09735](https://arxiv.org/abs/2311.09735)). It measures sources already retrieved, not whether an entity is mentioned; see [what the research measured](https://mohammedteto.com/generative-engine-optimization/#research).
## How to measure improvement
The metric is presence: the share of relevant prompts, over repeated runs, in which you are mentioned, recorded per engine. Definitions and their limits are in [the metrics, and what each one means](https://mohammedteto.com/ai-search-intelligence/#metrics).
## When to ask for an assessment
When access and indexing are in order and the absence persists, or when you appear in one assistant and not in another. A [private assessment](https://mohammedteto.com/private-assessment/) records what each assistant says today, with the sources it cites, and sets out what to address first. In [The Authority Architecture System](https://mohammedteto.com/method/) this reading is the first layer, [Perception Intelligence](https://mohammedteto.com/method/#perception-intelligence); the engagements are described for [leaders](https://mohammedteto.com/leaders/) and [organizations](https://mohammedteto.com/organizations/).
## Related problems
- [Inaccurate or outdated AI answers](https://mohammedteto.com/problems/inaccurate-ai-results/) An assistant states something wrong or out of date about you.
- [Competitors recommended by AI](https://mohammedteto.com/problems/competitors-recommended-by-ai/) For a category question, the answer names others.
- [Confused with someone else](https://mohammedteto.com/problems/entity-confusion/) The answer mixes you with a namesake.
- [Weak independent sources](https://mohammedteto.com/problems/weak-source-authority/) Everything an assistant can find was written by you.
The subject as a whole is set out in [what AI reputation is, and how it is managed](https://mohammedteto.com/ai-reputation/); related analyses are collected in [Insights](https://mohammedteto.com/insights/).
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