ChatGPT vendor research B2B buyers do: how to get listed
ChatGPT vendor research B2B buyers run is mostly a shortlisting step. A buyer describes the problem, the team size, the budget and the tools already in place, then asks for three to five options. The names in that answer get the demo requests. A vendor missing from it is rarely in the conversation at all. According to SparkToro and Similarweb, 68% of US Google searches already end without a click, so the answer itself is often the whole visit.
How buyers shortlist vendors with ChatGPT
Prompts are longer than keywords. A search for "crm software" becomes "I run a 40-person recruiting firm, we use Gmail and QuickBooks, we need a CRM under $100 a seat, what should I look at?" The assistant returns a short list with a line on why each option fits. Follow-up questions then narrow it. That first reply is the AI vendor shortlist, and most of the later questions are about the names already on it.
The prompts tend to fall into a few types:
- Category: "best project management software for a 30-person agency"
- Alternatives: "cheaper alternatives to [competitor] for a small finance team"
- Comparison: "[vendor A] vs [vendor B] for a company on NetSuite"
- Fit: "does [vendor] integrate with Salesforce and Slack"
- Price: "how much does [vendor] cost for 25 users"
Buyers use Gemini and Perplexity the same way, and the three can name different vendors for the same prompt. A test in one engine tells you about that engine only.
What decides who appears in ChatGPT vendor research B2B answers
The assistant builds ChatGPT software recommendations from pages about you and pages about your category. Your own site is one source. Review sites, comparison roundups, forum threads and partner directories are the others, and they often carry more weight than you would expect.
Ahrefs studied 75,000 brands and found a correlation of 0.66 between third-party brand mentions and AI Overview visibility, and 0.22 for backlinks. Ranking still helps. Ahrefs, in March 2026, found 38% of AI Overview citations come from the top 10 results and 31% from positions 11 to 100. A page that sits on page three can still be cited if it answers the question directly.
Schema is a weak predictor of citations. Keep it for rich results, since it will not get you named.
Pages that answer the questions buyers ask
Each prompt type maps to a page. Most vendor sites have a home page, a features page and a pricing page that says "contact us". That covers almost none of the table below.
| Buyer prompt | Page that answers it |
|---|---|
| Best software for a [industry] company | Use-case or industry page naming the buyer, company size and problem |
| Alternatives to [competitor] | Alternatives page that says who you fit and who you do not |
| [You] vs [competitor] | Comparison page with price, features and setup time side by side |
| Does it integrate with [tool] | One page per integration |
| How much does it cost | Pricing page with real numbers or ranges |
| Is it secure or compliant | Security page naming each certification you hold |
Open every page with the direct answer in the first two sentences: who it is for, what it costs, what it does not do. If your pricing page gives no number, the assistant has nothing of yours to quote and will use whatever a review site says. Service firms follow the same logic with plans, people and locations as the offers, which is covered on the B2B services page.
What to do this week
- Write 15 prompts a buyer would type about your category. Include team size, budget and the tools already in place, as the buyer would. Run each prompt three times in ChatGPT, Gemini and Perplexity, since answers vary between runs. Record which vendors are named and which sources are linked. (We set a 25-prompt panel the same way in the AI visibility audit.)
- List every third-party page the answers cite. Check whether you appear on each one. Where you do, make sure the description matches your site. Where you do not, ask for inclusion or a correction.
- Pick the prompt where a competitor is named and you are not. Build the page from the table above that answers it.
- Put a number on your pricing page, even a range with what moves it up or down.
- Check that your robots file and CDN rules are not blocking AI crawlers.
Run the same 15 prompts again in a month and compare the names.
If you want a first read before doing any of this by hand, LynkAI's free AI visibility scan shows where your site stands today.