How to Rank in ChatGPT: Test Prompts, Fix Gaps, Get Cited

There is no position one in ChatGPT.

It names a few brands inside one answer. You're one of them, or you're not.

And a buyer who doesn't see you there never sees you.

So "ranking in ChatGPT" means two things: get named. Get cited.

Here's how. With real ChatGPT answers from our leaderboard, scanned on 23 and 24 September 2026.

What "rank in ChatGPT" actually means

A Google rank is a position on a list.

A ChatGPT "rank" is inclusion.

Ask for the best CRM for a five-person agency. You get three or four names, each with a short reason. Not one of them? You're invisible for that prompt.

There is no page two.

Two kinds of appearance count:

You can be mentioned with no link. You can be cited without being recommended.

For commercial prompts, you want both.

Is there a formula? No. OpenAI says ChatGPT ranks search results using several factors and does not guarantee placement. It doesn't publish the factors. Any exact formula you read is a guess.

And the answer changes between runs.

SparkToro ran 12 prompts through ChatGPT, Claude and Google's AI. 2,961 runs.

• Under 1 in 100: the odds that ChatGPT gives the same brand list twice.
• 69 of 71: ChatGPT answers that named one hospital. That's 97%.
• 25: the times it was the top mention.

So presence can be steady while position is noise.

Measure how often you appear. Not where.

Other engines: LLM SEO and generative engine optimization.

Map each keyword to the prompts buyers type

On Google, people type fragments.

In ChatGPT, they type the whole thought. Budget. Team size. Stack. The job to do.

So don't paste "best CRM" into ChatGPT and call it research. Write what a buyer would ask:

Write 15 to 40 prompts before you change a page.

Branded prompts should name you almost every time. They don't? Fix your entity first. Category, pricing, limits and one-line description must match across your site, directories and review profiles.

Wording changes the shortlist.

Two prompts. One keyword. From the AI SEO Tracker leaderboard:

Salesforce, Zoho and Dynamics 365 drop out. Attio and Close come in.

So the brand you must beat depends on the prompt. Test the long versions.

(Each prompt is one scan. A sample, not a rule.)

Read the answer before you change anything

First, turn Search on. Open the tools menu and choose Search. Or type / in the message box and pick Search.

Answers that used the web may include citations. No citations? Probably no search.

Second, check your account. OpenAI says ChatGPT may use:

• An approximate location from your IP address.
• Saved memories, if memory is on.

Both shape how it rewrites a search query. So check both before you trust a result.

Third, log four things per run:

1. Were you named?
2. Was your URL cited?
3. Who else was named?
4. Which domains are in Sources?

Open the cited pages too. OpenAI warns that citations can be incomplete, outdated or incorrect.

Then read the log:

This table is my reading of OpenAI's and Ahrefs' descriptions. Not a published rule.

And one run is one sample. So count across runs.

How ChatGPT finds pages for a prompt

ChatGPT can know you two ways. From training. Or from a live web search.

Search is the part you can work on.

What OpenAI says:

• ChatGPT search sometimes partners with other search providers.
• It typically rewrites your query into one or more targeted queries.
• It may send more specific ones after reading the first results.

So a long buyer prompt becomes several short searches. Your page has to match one of them.

What Ahrefs adds. OpenAI doesn't describe the next steps. Ahrefs does, citing studies by Dan Petrovic:

• Each result comes back with a title, a snippet and a URL.
• ChatGPT uses those to decide which pages to open.
• It cited about half the URLs it retrieved. (April 2026, 1.4 million ChatGPT prompts.)
• Cited pages had titles closer to the prompt, and to ChatGPT's own sub-queries.

(Ahrefs measured that with open-source embedding models. A proxy.)

So a page can be found and still get no credit.

"ChatGPT runs on Bing." That's the old advice. The evidence is mixed.

• Ahrefs found little overlap with either index. (See the FAQ.)
• Ahrefs also reports tests by others that ChatGPT may use Google as a fallback.
• Peec AI, a visibility vendor, wrote on 4 September 2026 that ChatGPT runs its own index and still draws on outside providers. One vendor's reading of server events. Not an OpenAI statement.

The safe move: be crawlable by OAI-SearchBot. And indexed in Google and Bing.

Let ChatGPT search crawl your site

Everything else depends on this.

Three OpenAI bots matter. The crawler page says each setting is independent.

Want to appear in search and opt out of training? Use this:

User-agent: OAI-SearchBot
Allow: /

User-agent: GPTBot
Disallow: /

The GPTBot block is optional.

OpenAI says search can take about 24 hours to adjust after a robots.txt change.

Then run three checks:

1. Open yoursite.com/robots.txt. Look for OAI-SearchBot, GPTBot and a blanket User-agent: * with Disallow: /.
2. Ask your host or CDN to allow OpenAI's published searchbot IP ranges. OpenAI's help article asks for this. A curl test with the bot's user agent proves only your user-agent rules, not your IP rules. (My reasoning. Not an OpenAI statement.)
3. On Cloudflare: open Security Settings, then Configure AI bot policies. Check that Search is allowed. Cloudflare splits policies into Search, Agent and Training. It lists OAI-SearchBot as an AI search bot.

Page Inspector shows the title, meta description, headings and visible text it can extract from a public URL.

$49 report

Does AI name you?

See if AI mentions your brand. Then get the pages to fix.

Your website

Check my brand

How it works

What's the best AI SEO tracker for a startup?

Most answers name Semrush. You aren't cited.

Ask ChatGPT

Build one page that answers one prompt

One section. One prompt. One answer.

Lead with the answer

Kevin Indig analyzed 18,012 verified ChatGPT citations. (Reported by Search Engine Land.)

• 44.2% came from the first 30% of a page.
• 31.1% from the middle.
• 24.7% from the last third.

So put the answer in the first lines of the page.

But don't force it into sentence one. Inside paragraphs, 53% of citations came from the middle.

Match the question in the title, heading and slug

Ahrefs found that search results with natural-language URL slugs were cited 89.78% of the time. Against 81.11% without.

A correlation. Not a test of cause.

Give the model a reason to pick you

Look at the real startup answer. ChatGPT tags each brand with a short role:

• "Best for modern B2B/SaaS startups"
• "Best for outbound sales teams"

The "best CRM software" answer has a "Best suited for" column.

I can't prove ChatGPT copies your wording. But your best-for sentence is the raw material.

So use the same words on your homepage, category page and comparison page.

Do not rewrite for freshness alone

In the same Ahrefs study, cited pages from ChatGPT's search results had a median age of about 500 days. Some were over 2,700 days old.

Update a page when its facts change. Not on a calendar.

And schema? OpenAI's pages on ChatGPT search don't mention schema markup. Treat it as a parsing aid, not a lever.

Get on the lists ChatGPT already cites

ChatGPT reads lists.

An Ahrefs study of 750 prompts (December 2025) found that "best X" blog lists were 43.8% of the source links in ChatGPT's answers.

And ranking high on third-party lists correlated with being featured.

Here's what ChatGPT cited in four of our leaderboard scans (September 2026):

Two things to steal from that table:

• A list you write can describe your competitors. In the startup answer, ChatGPT cited Attio's own "Best CRMs for startups in 2026". For the Attio line. And for the Close line.
• Small sites get cited. In the email answer, kurums.com has a domain rating of 8 on the leaderboard. ChatGPT cited it anyway.

So run two plays:

1. Publish your own "best [category] for [use case]" page. Include yourself with honest criteria. Link to your competitors.
2. Get onto lists you don't own. Independent roundups. G2 and Capterra category pages. Trade-press posts. Get in AI visibility listicles shows how to pitch.

Read the Sources for your own prompts before you pick targets. Across all five engines, the leaderboard summary shows listicles at 77% of cited pages (read 2 October 2026). Your category can differ.

What about YouTube? Don't treat it as a citation source.

• In Ahrefs' 75,000-brand study, YouTube mentions had the strongest correlation with AI visibility. About 0.74.
• Yet in Ahrefs' 1.4 million prompt study, URLs ChatGPT pulled through its YouTube channel were cited 0.51% of the time.

Video may feed brand mentions. Correlation isn't causation.

Track ChatGPT rank as mention rate

Mention rate = the share of runs where your brand appears.

You track 20 ChatGPT prompts. You appear in 6. Your mention rate is 30% for that set.

(An example. Not a benchmark.)

Three limits:

• Run each prompt more than once. One run can only be 0% or 100%. SparkToro used 60 to 100 runs per prompt. A spreadsheet can't match that. So read a small-sample rate as rough, and compare like with like.
• Position is the weakest metric. The hospital shows why.
• Split the rate. By intent (discovery, comparison, branded). And by named versus cited.

A spreadsheet works for 10 to 20 prompts. Past that, the runs pile up.

A ChatGPT rank tracker should report mention rate and citations. Not a position number.

Tools: best AI visibility tools, best AI SEO tools and ChatGPT brand monitoring. Metrics: how to measure AI brand visibility.

I build AI SEO Tracker. Weigh this part accordingly.

It scans ChatGPT, Perplexity, Gemini, Copilot and AI Overviews against the prompts you add. Reports show mention rate, share of voice, citations vs mentions, and scanned vs missing prompts.

$49 covers a one-time scan week. Tracking starts at $79/mo. Agents can read the same data over MCP.

A 14-day ChatGPT sprint for your keyword list

1. Day 1 and 2. Write 20 prompts. Run each 3 times. Log named, cited, sources and competitors.
2. Day 3. Run the crawl check. Allow about 24 hours.
3. Day 4 and 5. Pick the five discovery prompts where you're missing. Write one page per cluster: answer first, question as title and slug.
4. Day 6 to 12. Align your one-line description and prices across your site, app listings and review profiles. Pitch or update the pages ChatGPT cited for prompts that don't name you. Add FAQ blocks for follow-up prompts.
5. Day 13 and 14. Run the same prompts the same number of times. Compare mention rate.

Then repeat weekly.

Fourteen days may be too short to see a change. Be patient.

FAQ

How do I get mentioned in ChatGPT?

Be on the pages ChatGPT reads for your prompts. Three steps:

1. Test the prompts.
2. Allow OAI-SearchBot.
3. Get onto the lists it already cites.

No one can force a mention.

Does ranking #1 on Google make ChatGPT cite me?

Not by itself.

Ahrefs checked 15,000 long-tail prompts with data from early July 2025:

• About 8% of the URLs ChatGPT cited in its text were in Google's top 10 for the prompt. (6.1% for its reference lists.)
• 8.1% were in Bing's top 10.

ChatGPT also searches its own rewritten queries. So your head keyword is a different contest.

Google SEO is a foundation. Not a guarantee.

How long does it take to appear in ChatGPT?

OpenAI documents one number: about 24 hours for a robots.txt change to reach search.

It publishes no time to first citation. I couldn't find a source with data for one.

Some agency guides quote hours or days. With no source. Re-test on day 14.

Can I track traffic from ChatGPT?

Yes. OpenAI says ChatGPT adds utm_source=chatgpt.com to referral URLs for publishers that allow OAI-SearchBot.

The cited URLs in our leaderboard's saved ChatGPT answers carry it.

But mentions without a click still shape the shortlist. Track both.

Is llms.txt required?

No. OpenAI's help article, publishers FAQ and crawler page tell sites to allow OAI-SearchBot. None lists llms.txt as a requirement.