The short answer
To give your startup a better chance of being cited by ChatGPT, start with buyer questions, publish pages that answer them clearly, seek inclusion on relevant outside pages, and check whether mentions become visits or inquiries.
The evidence behind this answer
Work from a buyer question to a useful visit
- What to investigate
Questions your buyers ask
Your next moveInspect the answers
What to checkChoose questions where your product genuinely fits. Record which pages and products appear.
1 source behind this suggestion
The Ahrefs video distinguishes conversational prompts from conventional keyword searches and recommends vetting topics for buyer intent.3
Behind this tip1 source · Select to explore - What to investigate
A missing or weak answer
Your next moveImprove a relevant page
What to checkAnswer clearly. Explain who your product suits, compare alternatives fairly and state its limitations.
1 source behind this suggestion
Deno recommends pages that say who a product suits, compare alternatives and explain when to choose each one.4
Behind this tip1 source · Select to explore - What to investigate
Relevant outside pages
Your next moveMake a useful contribution
What to checkOffer accurate details or a helpful comparison. Disclose your connection in discussions; skip promotional filler.
1 source behind this suggestion
The SaaS operator instead contributed tool comparisons to relevant forum threads and reported seeing some of those threads cited.2
Behind this tip1 source · Select to explore
Your AI-search record
Buyer question: [the actual wording] Cited pages: [what appeared and when] Your useful answer: [page or proposed improvement] Outside contribution: [where you can add value] Observed result: [citations, visits and inquiries] Decision: [continue, improve relevance or change question]
Continue
Relevant answers bring useful visits or inquiries. Keep improving the underlying content.
Improve
Mentions appear without useful interest. Revisit the page and buyer-question fit.
Change
The question does not match your product or audience. Choose a better one; citations are not guaranteed.
Detailed reasoning and examplesThe full playbook, source comparisons and related questions
Use this when
Use this if buyers might ask ChatGPT to explain or compare products in your category, and you can edit your site and contribute useful information elsewhere.
You’ll leave with
Build one citation worksheet containing target questions, current answers, page fixes, outside-page opportunities and observed outcomes.
Your playbook
Find questions worth answering
- Do
List questions buyers ask when choosing a product like yours. Ask ChatGPT each question, including branded and generic versions. Record whether it names your product, links to it, cites another page, or omits it.
- Make
Add target questions, answer types and cited URLs to your citation worksheet.
- Check
Prioritize questions where your product genuinely fits but the current answer omits it or relies on a page that could include it.
Preview the template
Buyer question: [specific question] Question type: [branded or generic] Product fit: [why it fits or does not] Current answer: [mention, citation, both or neither] Cited URLs: [pages cited] Own-page fix: [needed answer or clarification] Outside-page opportunity: [relevant page and possible contribution] Follow-up: [answer, visits, inquiries]
Why this step is in the plan
The Ahrefs video distinguishes conversational prompts from conventional keyword searches and recommends vetting topics for buyer intent.3 In a new-brand experiment tracked across five AI engines, branded prompts produced far more mentions than generic category prompts, so the experimenter tracked them separately.1
Give each suitable question a clear answer
- Do
For a question your product can answer, update a relevant page or draft a focused one. Open with the answer, describe the buyer and use case, compare suitable alternatives fairly, and say when yours is not the right choice.
- Make
Add the page URL, intended question and specific answer to your citation worksheet.
- Check
If a reader cannot tell from the page when to choose your product, revise it before creating more pages.
Why this step is in the plan
Deno recommends pages that say who a product suits, compare alternatives and explain when to choose each one.4 Deenbricks observed software pages organized by feature, language, use case and question, with some explaining the topic before pitching the product; that observation alone does not show that the page structure caused AI visibility.5
Contribute where ChatGPT already looks
- Do
Review the cited URLs in your worksheet. For a relevant article, offer its editor accurate product details or a useful comparison. For an active discussion, answer the question and disclose your connection to the product.
- Make
Add an outside-page shortlist, proposed contribution and published URL where applicable.
- Check
If you cannot improve the page or discussion for its readers, skip that opportunity rather than insert a promotional mention.
Why this step is in the plan
In the new-brand experiment across five AI engines, articles on other sites owned by the experimenters appeared in most generic answers that mentioned the brand; the author suggested finding pages already cited for target questions.1 The SaaS operator instead contributed tool comparisons to relevant forum threads and reported seeing some of those threads cited.2
- Reddit · Source 1We launched a brand from zero to see how a new brand gets into AI answers. 8 things we learned after 7 months of trackingKseniia_SerankingSee source
- Reddit · Source 2Everyone is still tweaking over Google SEO while we shifted our entire pipeline to ChatGPT & Perplexity. Here is the playbook.rudythetechieSee source
Check citations against real interest
- Do
Repeat the worksheet questions and note whether ChatGPT cites your page, cites an outside page, names your product, or recommends something else. Compare those observations with site visits, inquiries and answers to a how-did-you-hear-about-us question.
- Make
Add observed answers and visitor or inquiry evidence to the same worksheet.
- Check
If citations appear without useful visits or inquiries, revisit the question and page fit before expanding the work.
Why this step is in the plan
The launch tracked across five AI engines separated branded from generic mentions and reported that 42,000 monthly citations to its brand site coexisted with only 100 total visits over seven months and one visit from an AI assistant. The author cautioned that this brand had no audience or launch campaign.1
When this works
- Use this approach when your product has a defensible fit for questions buyers ask and you can provide accurate, useful answers on and off your site.
When to avoid
- Do not pursue a citation for a question your product cannot answer well, or treat a cited link as proof that ChatGPT recommends your product.
Compare the real examples
What 2 sources did and reported Explore examples ↓
- Reddit
Kseniia_Seranking
Across the tracked engines, 85% of generic answers mentioning the brand also cited an article on another site the experimenters owned; the brand site received 100 visits over seven months despite many citations.
Published brand pages and articles on 11 other sites they owned, then tracked branded and generic answers across five AI engines.
- Reddit
rudythetechie
Reported seeing ChatGPT cite some of those threads within 18 days; the author could not isolate how much inbound conversion growth came from AI search.
Compared the SaaS product with alternatives in relevant forum threads.