Written by: Content & GEO Research
Fastlook TeamFact checked
Most teams ask ChatGPT what it knows about their company and stop there. That tells you almost nothing, because a single answer varies from run to run. This FAQ gives you a repeatable protocol for how to check if ChatGPT knows about your company, using category-level prompts, fresh sessions, and a share-of-voice number you can track over time.
Quick answer
Ask ChatGPT category-level questions your buyers would type, such as which tools solve a problem your product addresses, rather than only asking about your name. However, a brand-name question alone tells you little about market awareness. Run each prompt five times in a fresh chat with no history, then record whether your brand appears unprompted.
- Topic
- how do i check if chatgpt knows about my company
- Last updated
- Nov 10, 2026
- Read time
- 9 min
Key Takeaways
- To check whether ChatGPT knows your company, ask it category questions a buyer would type, then see if your brand appears unprompted.
- Four question types reveal how ChatGPT describes your category.
- Answers vary between runs because AI responses are probabilistic.
- A mention is when an AI model names your brand in its text without linking to your site.
- Share of voice is the percentage of AI answers that name your brand across a complete question set.
How do I check if ChatGPT knows about my company?
To check whether ChatGPT knows your company, ask it category questions a buyer would type, then see if your brand appears unprompted. A name that surfaces without you typing it is the strongest signal of real brand awareness.
Start with category prompts, not brand-name prompts. Ask questions such as "What are the best tools for AI visibility tracking?" or "Which platforms help a SaaS team get cited by AI answer engines?"
Run each question five times in a fresh chat with no history, because earlier context steers the answer. Repeat the same protocol in Perplexity and Google AI Mode. Record every mention and every cited link separately, since a mention and a citation are different outcomes.
how do i check if chatgpt knows about my company — by the numbers
Which questions should I ask to test how ChatGPT describes my category?
Four question types reveal how ChatGPT describes your category. Direct questions reveal what the model knows about your company, while category questions show whether you appear in the consideration set at all. Specifically, a direct prompt such as "What does your company do?" tests basic knowledge. Facts prompts expose errors, and source prompts show which pages the model trusts.
Write the full list of questions before running any tests. This prevents you from cherry-picking prompts that flatter your brand.
- Direct: what the company does
- Category: the leading options in the market
- Facts: founding details and leadership
- Sources: which websites explain the topic best
For example, a category prompt can show whether a platform like Fastlook appears alongside its competitors, while a sources prompt shows which pages the model cites. Ask each question five times in a fresh chat, then compare results across ChatGPT, Perplexity and Google AI Mode.
Why do answers vary between runs, and how many times should I repeat each question?
Answers vary between runs because AI responses are probabilistic. A variance-components analysis by Dmitrij Żatuchin at the Estonian Entrepreneurship University of Applied Sciences, published on arXiv in July 2026, decomposed roughly 12,900 AI answers covering 20 brands across eight languages and three models. According to that analysis, a single query reached a reliability of 0.010. Around 35% of the observed spread came from simply asking the same question repeatedly.
Specifically, one answer carries little evidential value on its own. According to weooo.de, citing a variance analysis published in July 2026, a single AI answer carries virtually no information for distinguishing between brands. However, repeated testing reveals consistent patterns.
- Ask each question five times in fresh sessions
- Calculate results across the full question set
- Treat any single screenshot as an anecdote, not a finding
What is the difference between a mention and a citation?
A mention is when an AI model names your brand in its text without linking to your site. According to SEOCOM, mentions come from training data and reflect brand awareness. A citation is when the model links your website as a source. According to SEOCOM, citations come from real-time search and are what drive qualified traffic.
Both matter, but they require different fixes. However, mentions depend on how widely the market discusses a brand. Citations depend on whether a brand's own pages answer the question clearly. For example, a brand can earn wide discussion yet still lack the authoritative page an engine would link to.
- Mentions reflect awareness from training data
- Citations reflect real-time search results
- Each outcome responds to different fixes
How do I calculate share of voice across AI answers?
Share of voice is the percentage of AI answers that name your brand across a complete question set. According to SSU Studio, if your brand is named in 18 of 75 answers (15 questions asked five times each), your share of voice is 24%.
Specifically, calculate this figure consistently so the results are comparable over time. Track it monthly across ChatGPT, Perplexity and Google AI Overviews.
- Use the same question set each month
- Track the same engines each time
- Compare against two or three competitors asked the same questions
This single metric turns a vague impression into a trend line you can defend in a planning meeting.
Which tools can automate AI visibility checks, and how reliable are they?
Several free checkers give a quick read on AI visibility. According to SSU Studio, the Ahrefs AI Visibility Checker requires no signup and checks whether ChatGPT, Gemini, Perplexity, Copilot and Google AI Overviews mention a brand. The Semrush AI Search Visibility Checker is also free and shows mentions and cited sources. Paid monitoring tools named in the same source include Otterly, Peec and Profound, which run questions on a schedule.
Reliability depends on sample size. However, a free checker run once only shows the state of one answer. Scheduled tools that run a full question set and log changes over time are the only way to see a real trend. Fastlook's Citation Analytics applies the same multi-engine logic, and its Brand Memory feature tracks citations across 6 engines. Competitor-specific feature details for profound.com, peec.ai, otterly.ai and goodie.ai are not publicly documented here, so verify them directly before comparing.
How should I act on inaccurate or missing descriptions?
Find out where the wrong description comes from before you change anything. According to OpenAI, ChatGPT search results, citations and answers can sometimes be incomplete, outdated or incorrect, so important information should be checked against reliable sources. If the model states wrong facts, publish a clear, dated, sourced page that states the correct facts plainly, then retest the same questions.
If the model never names your brand, the gap is usually a missing authoritative page answering the category question directly. Build that page first. A useful page answers the exact prompt in its opening sentence and links to the evidence behind each claim. Check several angles, such as what the company does, who it serves, its competitors and its recommendations, in fresh conversations, as Frank Masotti's guide advises, because earlier chat context can influence answers.
What signals appear to drive AI recommendations?
Third-party mentions and branded web presence appear to drive AI recommendations more than page count alone. An Ahrefs study of 75,000 brands found that YouTube mentions correlate most strongly with AI visibility, at a rank correlation of about 0.74 for the tested engines. Branded web mentions came next at 0.66 for ChatGPT.
Specifically, branded anchor links correlated at about 0.51, branded search volume at about 0.35, Domain Rating at about 0.27, and the number of pages on a brand's own site at about 0.19. These are correlations, not proof of cause. However, they point effort toward third-party mentions rather than page count alone.
Sources & further reading
The specific figures and claims on this page are grounded in the following sources, reviewed at the time of writing:
- How to check if your business shows up in ChatGPT
- Does ChatGPT Know Your Company? How to Test
- How to Check What ChatGPT Says About Your Brand
- How to Check What ChatGPT Knows About Your Business
- How to Check if ChatGPT Mentions Your Company
- What Does ChatGPT Say About Your Company? How to Check
Related guides
Frequently asked questions
How do I check if ChatGPT knows about my company?
Ask ChatGPT category-level questions your buyers would type, such as which tools solve a problem your product addresses, rather than only asking about your name. However, a brand-name question alone tells you little about market awareness. Run each prompt five times in a fresh chat with no history, then record whether your brand appears unprompted. Repeat the test in Perplexity and Google AI Mode for a fuller picture.
How can I check whether ChatGPT knows about my product?
Test product facts directly: ask what the product does, who it serves, its pricing model, and how it compares with named alternatives. Score each answer for accuracy, and treat any wrong detail as a sign the model lacks a clear source. Repeat each question several times, because a single answer can differ from the next.
What tools help me see what ChatGPT says about my company?
Free options include the Ahrefs AI Visibility Checker, which requires no signup, and the Semrush AI Search Visibility Checker, which shows mentions and cited sources, according to SSU Studio. Scheduled monitoring tools such as Otterly, Peec and Profound run questions over time. Specifically, Fastlook's Citation Analytics tracks AI answers across major engines in real time.
How do I find out what ChatGPT says about my company over time?
Ask each prompt five times per engine each month, and log every mention and citation. Calculate share of voice as the percentage of answers that name your brand. However, track that number as a trend rather than a one-off snapshot.
How can I make ChatGPT recommend my software company?
Publishing pages that answer the category questions buyers ask is the most direct route to being recommended. Each page should give the answer in its opening sentence and include evidence supporting each claim. For example, a software company can answer the exact questions its buyers type into ChatGPT. Build branded mentions across credible third-party sources, since those correlate with AI visibility more strongly than page count, according to an Ahrefs study of 75,000 brands. Fastlook's Page Engine can publish AEO-optimized pages with structured data and llms.txt to WordPress, Webflow and Shopify.
How do I make ChatGPT mention my company?
Mentions come from brand awareness the model absorbed from training data, according to SEOCOM. Specifically, become widely and consistently discussed in the sources that shape that data. Earn coverage on platforms like YouTube, where mentions correlate most strongly with AI visibility, according to an Ahrefs study of 75,000 brands. Keep the company name consistent across the web. Then monitor mentions monthly to confirm the change.
Why does ChatGPT's answer change every time I ask?
ChatGPT answers are probabilistic, so the same question can produce different wording and different brands. A variance-components analysis of roughly 12,900 answers found that a single query reached a reliability of only 0.010. According to the same analysis, about 35% of the spread came from repetition alone. However, repeating each question and averaging the results gives a more reliable picture than any single answer.
Is a ChatGPT mention the same as a citation?
No. A mention is the model naming your brand in text without a link, and it reflects awareness from training data, according to SEOCOM. A citation is the model linking your website as a source, which comes from real-time search and drives qualified traffic. Track them separately, because each responds to different fixes.
Should I check Perplexity and Google AI Mode as well as ChatGPT?
Yes. Each engine cites different sources, so a brand visible in one may be absent in another. According to weooo.de, only about 11% of domains are cited by both ChatGPT and Perplexity, based on an analysis of 680 million AI citations. Run the same question set in ChatGPT, Perplexity and Google AI Mode, and compare results. Specifically, Fastlook's Citation Analytics shows where your brand appears across major engines in one report.
What should I do if ChatGPT gets facts about my company wrong?
First confirm the error across several fresh runs, then find the authoritative source the model relies on. Publish a dated, sourced page that states the correct facts plainly and answers the question directly. Retest after the page is indexed, since AI engines can take time to reflect new sources.
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