July 6, 2026

How to Appear in ChatGPT Recommendations: 2 Routes

How to Appear in ChatGPT Recommendations: 2 Routes

Short answer

OpenAI documents no way to apply for brand recommendations, but you can make your brand easy to find and easy to describe. Let OpenAI's search crawler read your site, say plainly what you sell, and keep those facts the same on every page. Sellers of physical products also have a feed route. No tactic guarantees a mention.

Mergeflo asks ChatGPT, Gemini and Claude your buyer questions every week on paid plans and records whether your brand is mentioned, cited or recommended.

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How does ChatGPT decide which brands to recommend?

We found no ranking formula for brand recommendations in OpenAI's documentation. The OpenAI pages we read cover eligibility instead: which crawler feeds ChatGPT's search results, and how merchants send product data. For brands, they do not say what makes ChatGPT name one brand over another. Be careful with any guide that lists exact ranking weights.

There are two routes, and they work differently.

Route 1: web answersRoute 2: product recommendations
What it isChatGPT's search features show websites in their resultsMerchants share product data so ChatGPT can surface their products in search and shopping
What OpenAI documentsA search crawler, OAI-SearchBot, and how to allow it in robots.txtProduct feeds, currently available to approved partners
What you controlWhether the crawler can reach your site, and what your pages sayHow accurate and current your product data is
Who it fitsAny site with public pages, including software and servicesSellers of purchasable products

Route 1: can ChatGPT's search reach your site?

Start here, because nothing else matters if the crawler is blocked. OpenAI's Overview of OpenAI Crawlers says OAI-SearchBot "is used to surface websites in search results in ChatGPT's search features." It also says: "To help ensure your site appears in search results, we recommend allowing OAI-SearchBot in your site's robots.txt file." The same page recommends allowing requests from OpenAI's published IP ranges.

Three details from that page save people from common mix-ups:

To check your own site, open yourdomain.com/robots.txt and look for any rule that blocks OAI-SearchBot, including a blanket rule that blocks all bots. Then ask whoever runs your CDN or firewall whether it blocks the crawler's IP ranges. It is a quick check and the cheapest fix in this guide.

Route 2: do product feeds matter?

If you sell items with a price and a stock level, OpenAI has a product feed route. Its Get Started guide says: "Onboarding product feeds in ChatGPT is currently available to approved partners." You request access through a form on that page. The feed should include titles, descriptions, images, price and availability.

The file upload spec lists nine fields it calls required for a useful discovery feed: item ID, title, description, URL, brand, seller name, image URL, availability and price. It also says to "Update current prices and availability in your feed when they change." OpenAI's best practices page asks for short, factual copy. Its key concepts page says recommended attributes, "like rich media, reviews, and performance signals," "improve ranking, relevance, and user trust."

The spec asks you to "Submit one row per purchasable item or variant," so feeds are built for catalogs. If you sell software or services, begin with Route 1.

What can you change on your own pages?

This section is our advice, not OpenAI's. OpenAI does not say these steps raise your odds. They are plain practice that gives a search tool clear material to read and quote.

  1. Say what you are in the first screen. Name your category, your customer and the main use. Neither a buyer nor a search tool should have to guess what you sell.
  2. Answer buyer questions under question headings. Put a 40 to 60 word answer right under the heading, then the detail.
  3. Keep your facts the same everywhere. Your product name, what it does, who it is for and where pricing lives should read the same on your site, your profiles and your directory listings.
  4. Publish fair comparison pages. Buyers ask for "best for" and "X vs Y" answers. A page that states who each option suits, including the competitor's strengths, is easier to quote than a sales page.
  5. Earn mentions on other sites. Reviews, directories, partner pages and useful answers in communities show a tool that others describe you the same way you describe yourself.
  6. Fix stale facts. Old plan names, old prices and dead features get repeated. Update the page, then retest.

Schema markup is fine to add. It helps machines read a page, but none of the OpenAI pages we read ask for it, so write the answer in visible text first.

How do you check whether ChatGPT recommends your brand?

Do not guess. Test it the same way every week.

  1. Write 10 to 20 buyer questions. Use questions a buyer asks before they know you, such as "best [category] for [audience]" or "[competitor] alternatives". Leave your brand name out of most of them.
  2. Ask each one in ChatGPT. Use the same wording each time.
  3. Record the result. Was your brand mentioned, cited with a link, or recommended? Which competitors appeared?
  4. Repeat weekly and watch the trend. Answers can vary from one run to the next, so one answer proves nothing.

Pair this with Search Console, which shows your Google clicks, impressions and positions for the same pages.

Common mistakes

Where Mergeflo fits

Mergeflo is an autonomous SEO platform for startups. It finds search gaps and buyer questions, drafts articles in your brand voice, adds FAQ schema when an article is published, and publishes to Webflow when you press Publish. On paid plans, a weekly scan asks ChatGPT, Gemini and Claude your buyer questions and records whether your brand is mentioned, cited or recommended, and it also records Google results. It does not check Perplexity, and it does not manage your robots.txt.

Mergeflo finds buyer questions, drafts answer-first articles in your brand voice for your review, and publishes them to Webflow when you press Publish.

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FAQ

Can I sign up to be recommended by ChatGPT?

Not that we found. The OpenAI pages we read describe no form or program for brand recommendations. The only application we found is for product feeds, which OpenAI says are currently available to approved partners.

Does blocking GPTBot keep me out of ChatGPT search?

OpenAI says GPTBot relates to training and OAI-SearchBot relates to search, and that each setting is independent of the others. A GPTBot rule is therefore not a search rule. Check what your robots.txt says about OAI-SearchBot on its own.

How long does a robots.txt change take to count?

OpenAI says it can take about 24 hours from a robots.txt update for its systems to adjust. Make the change first, then test your buyer questions a day or more later.

Do I need schema markup to be recommended?

None of the OpenAI pages we read ask for it. Structured data helps machines read a page, but the answer has to work as plain, visible text first.

Does a product feed help a software company?

Probably not much. The feed spec asks for one row per purchasable item or variant, with price and availability, so it is built for product catalogs. A software or services company should start with the web route: a crawlable site and clear pages.

How do I know if ChatGPT recommends my brand?

Ask it. Write a fixed list of buyer questions, ask each one on a schedule, and record whether your brand is mentioned, cited or recommended. Answers can vary from one run to the next, so judge the trend over several weeks, not one answer.

Further reading