How to track whether ChatGPT cites your brand
More buyers now ask ChatGPT “what’s the best tool for X?” instead of scrolling Google. If ChatGPT doesn’t cite you, you’re invisible at the exact moment of intent — and unlike a search ranking, you can’t see it happen unless you measure it. Here’s how to track ChatGPT citations, manually and then automatically.
The five steps
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1. List the buyer prompts that matter
Write the questions a buyer would actually ask ChatGPT to find a product like yours — "best <category> software", "<competitor> alternatives", "how do I <job your product does>". These, not your brand name, are where citations are won or lost.
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2. Ask ChatGPT each prompt and read the answer
Run each prompt in ChatGPT (ideally with search/browsing on, since that is where citations appear). Note whether your domain is cited as a source or your brand is mentioned in the answer — and which competitors are.
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3. Record cited vs mentioned vs absent
Three outcomes matter and must not be blurred: cited (your URL is a source), mentioned (named but not linked), or absent. "Absent" is not the same as "the AI has nothing to say" — track them separately.
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4. Repeat on a schedule and watch for drift
A single check is a snapshot; the value is the trend. Re-run the same prompts weekly (or more often) and watch for drift — the week ChatGPT stops citing you is the week to act, and you only catch it if you were measuring before it happened.
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5. Fix the on-site reasons you are not cited
AI engines cite sources they can crawl, parse and trust: reachable content, clear positioning, structured data, an llms.txt. When a prompt goes uncited, the fix is usually on your own site — so tie each gap to a concrete change.
Doing it by hand vs monitoring it
The manual version above works for a one-off audit. It breaks down when you have twenty prompts, three engines, and want the trend over months — that’s dozens of checks a week, and the value is in catching the change, not the snapshot. That’s what an AI-visibility monitor is for.
How okro does it: you add the prompts that matter, and okro runs live ChatGPT citation checks (plus Perplexity and Claude) on a schedule, records cited / mentioned / absent per prompt over time, alerts Slack or email when a citation drifts, and can open a reviewable GitHub issue with the on-site fix — you approve; nothing merges itself. Google AI Overviews and Gemini (Google AI Mode) are live on Enterprise. (Disclosure: okro is our product.)
FAQ
Can I see if ChatGPT cites my website?
Yes. Ask ChatGPT the buyer questions your customers would ask (with search on) and check whether your domain appears as a source or your brand is named in the answer. Doing it once is easy; doing it repeatedly across many prompts and engines is what tools automate.
How do I track ChatGPT citations automatically?
Use an AI-visibility monitor that runs your tracked prompts against ChatGPT on a schedule and parses each answer for your domain and brand. okro does this with live ChatGPT citation checks (plus Perplexity and Claude), records cited/mentioned/absent per prompt over time, alerts on drift, and can open a reviewable GitHub issue with the on-site fix. Google AI Overviews and Gemini (Google AI Mode) are live on Enterprise.
Cited vs mentioned — does the difference matter?
Yes. "Cited" means your URL is a linked source the answer leans on; "mentioned" means your brand is named without a link. Both are visibility, but cited is stronger and more defensible. A tool that collapses them into one number is hiding the signal you most need.
Why is my brand not cited in ChatGPT?
Usually on-site reasons: content the crawler can’t reach or parse, positioning that requires inference, missing structured data, or no llms.txt. A readiness audit or a monitor with a readiness score (okro re-scores on every scan) tells you which of these to fix first.
Track your ChatGPT citations with okro → · Compare AI-visibility tools