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Cássio Branco

How to appear in ChatGPT: what to do and how to measure

Prepare business content for AI search, review crawler access and monitor citations without promising recommendations in ChatGPT.

Conversation bubbles linked to source documents and a citation link.

No registration guarantees a ChatGPT recommendation. Start with accessible public content, consistent information and useful answers. Then observe whether the business is mentioned, which URLs are cited and whether those appearances lead to visits or enquiries.

A mention, a citation and a visit are different events

An answer can mention a business without linking to it. It can cite a page as a source without recommending a purchase. A user can also read the answer without visiting the site. Record these events separately.

A single screenshot is not proof of established authority or customer acquisition. Answers may vary with the query, platform, version and conversation context. Describe exactly what you tested.

SEO, GEO and AEO connect discovery, comprehension and useful information within a broader technical and editorial approach.

Check access to public content

OpenAI identifies OAI-SearchBot as a crawler for ChatGPT search features and recommends allowing it through robots.txt and network rules. Its documentation distinguishes that function from GPTBot, associated with model training. Read the crawler documentation.

Check that pages load, main text is accessible and security rules do not block legitimate requests. A permissive robots.txt does not fix a hosting-level block.

Access is a technical condition, not a guarantee of source selection. It does not require exposing private information or login-protected areas.

Publish information that helps evaluate your business

Explain what you offer, who it suits, where or how you deliver it, the process and its limitations. Identify responsible people, original projects and sources for technical claims. Keep changing information current.

A website service page might describe stages, client responsibilities, maintenance and required content. This illustrative example is more useful for a decision than repeating unsupported claims of being the best.

External references should reflect genuine relationships. A jointly approved case page can identify the work and authorship. Repetitive link networks and purchased promises of citations do not replace verifiable context.

What about AI answers in Google Search?

ChatGPT and Google Search are distinct products. Google says pages need to meet Search requirements and be eligible for a snippet to be considered for its AI features. It does not require a special AI schema. Check the official requirements.

I start with foundational SEO and reader-focused content. A direct answer followed by criteria and examples makes consultation easier. That is an editorial recommendation, not a guarantee of selection.

How to build a useful measurement process

Define questions before changing the site. Include unbranded discovery questions; asking directly about a company measures a different situation. Record:

  • Exact query, date, platform and relevant context.
  • Whether the business is mentioned.
  • The cited URL and the relevant answer excerpt.
  • Identifiable referral visits in your analytics tool.
  • Enquiries and their quality when the source can be identified.

Repeat observations and note other changes. An unavailable tool is a collection failure, not evidence of zero citations. Google includes its AI-feature traffic within overall Web Search performance in Search Console, so changes cannot automatically be attributed to AI answers.

Frequently asked questions

Can someone guarantee that ChatGPT recommends my business?

No recommendation can be guaranteed. Responses depend on the system and query context. A responsible service distinguishes completed actions, observations and commercial outcomes.

Do I need an llms.txt file?

It should not be treated as a universal requirement or ranking shortcut. Google says it does not require new AI text files for Search AI features. For ChatGPT, consult OpenAI's current crawler guidance.

Sources and references

Documentation consulted on Oct 27, 2026. Practical recommendations and examples are an editorial application of these references.

About the author

Cássio Branco works with Web Design, SEO, GEO, AEO and semantic search content. Explore the services and projects in the portfolio.

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