



When a buyer asks ChatGPT for the best tools in your category, the first few names get most of the attention. Brands further down the list, or missing from it, are easy to skip.
Getting into that top group is work you can measure. Once you know which prompts produce ranked lists, eight steps will move you up. For the basics of earning source links, start with how to get cited by ChatGPT.
Google ranks URLs. In ChatGPT, rank is where your brand sits inside a generated answer, often a numbered list of products or services.
That position isn’t stable. A SparkToro study reported by Search Engine Journal ran 2,961 prompts through ChatGPT, Claude and Google’s AI search features.
For ChatGPT and Google’s AI, the same brand list came back less than 1% of the time. The same list in the same order appeared less than 0.1% of the time.
How often a brand appeared was far more consistent than where it appeared. So measure two numbers together:
Mention rate: the share of runs in which your brand appears at all.
Average position: where you appear in the list when you are included.
Moving up means raising both numbers across a stable set of prompts. Our explainer on how ChatGPT rank tracking works covers the method.
Ranking order matters most for prompts where ChatGPT recommends several options. These are also the prompts closest to a buying decision.
The constraint in the prompt often changes the order. A brand listed fifth for a broad prompt can be listed first when the prompt names its exact use case.
OpenAI doesn’t publish how ChatGPT orders recommendations. What you can observe is which sources it cites and how those sources describe each brand.
Brands near the top tend to share four traits:
Fit: their pages name the exact use case or audience in the prompt, or its constraint.
Consensus: several independent sources describe them the same way.
Evidence: reviews and concrete numbers back up the claims.
Freshness: pricing and features are current, and so are comparison pages.
For prompts that trigger a web search, ChatGPT can only use pages that OAI-SearchBot may crawl. OpenAI’s crawler documentation says sites that opt out are not shown in ChatGPT search answers.
Write 20 to 50 list and comparison prompts your buyers use. Group them by use case and audience, then by budget and the competitor they name.
Run each prompt several times and record whether you appear and at what position. That is your baseline.
ChatGPT can’t place you in a list if your site doesn’t say where you fit. Vague lines such as "the platform for modern teams" give it nothing to match.
On your homepage and main product pages, state your category, primary audience, main use cases, pricing model and main integrations. Use the same wording on your profiles and listings elsewhere.
Comparison prompts need comparison sources. Publish "X vs Y" and "alternatives to X" pages that name the criteria, describe each option honestly and say who each one suits.
A page that admits where a competitor fits better is more useful as a source than one that puts itself first on every point.
We see the value of list content in our own data. Ansvisor, an open-source AI search intelligence platform, tracks how AI engines cite its own site.
In Ansvisor tracking data from September 15 to October 14, 2026, four of the five most cited ansvisor.com pages were lists or comparisons. The top one, a list of GitHub repositories for AEO and GEO, earned 7,007 citations.
For list prompts, ChatGPT often cites independent "best tools" articles, review sites and community threads. Your place in those sources can carry into its answer.
Find the roundups ChatGPT cites for your prompts, then pitch the authors with accurate facts, a demo or data. Keep your listings on review sites complete and current.
Claims like "best-in-class" carry no weight. Specific proof does, such as shareable customer results, benchmark data, dated product facts and named sources.
The GEO research paper (Aggarwal et al., KDD 2024) tested this on generative engines. Pages that added quotations and statistics, or cited their sources, gained 30% to 40% in visibility.
Keyword stuffing did worse than no change. Sources ranked lower in search gained the most, and citing sources lifted visibility by 115% for pages ranked fifth.
Buyers rarely stop at one prompt. They ask which option suits a small team, what it costs or how it compares on security.
Google describes the same behavior in its guidance on AI search experiences. Users ask longer, more specific questions, as well as follow-ups.
Answer those questions on your pages so you stay in the list as the conversation narrows. The query fan-out tool shows the related searches AI engines run around a prompt.
Outdated pricing or a missing feature can drop you from a constrained prompt such as "under $50 per month". Every quarter, review your pricing and plans, your integrations list and your comparison pages.
Show a visible updated date and change it only when the content changes. Our guide to optimizing content for ChatGPT search covers freshness and page structure.
Run the same prompts on a schedule, in the same market, and log every brand in each list. Compare your mention rate and average position with your top three competitors.
Look for prompts where you appear but sit low in the list. Those are usually faster to improve than prompts where you’re absent.
Copy this template for any list prompt.
If you appear in 4 of 10 runs, your gap is fit and consensus, so work on positioning and third-party mentions. If you appear in 9 of 10 runs at position five, work on proof and comparison content.
Our own tracking data from the same period shows how much fit matters. A brand’s average AI visibility score can be several times higher on one prompt topic than on another.
It tends to be highest on topics where many sources connect the brand to a clear use case.
The same steps apply to Claude, Gemini, Microsoft Copilot and Google AI Mode. The order can still differ by platform, because each one has its own index and crawler, and its own model.
In our tracking data, a brand’s share of voice can differ several-fold between AI engines in the same month. Track each platform separately before you decide what to fix.
Our definition of AI share of voice explains how to compare platforms fairly.
| Mistake | Why it pushes you down |
|---|---|
| Calling yourself the best | Self-praise without proof gives ChatGPT nothing to quote. |
| Keyword stuffing | The GEO study found it did worse than leaving the page unchanged. |
| Fake reviews or staged threads | They break platform rules and damage trust. |
| Ignoring competitors’ sources | You can’t move past a brand until you’ve read what supports it. |
| Judging from one answer | Answers vary from run to run, so a single check misleads. |
If your brand never appears at all, start with our checklist on why your brand is not showing in ChatGPT.
Ansvisor runs your list and comparison prompts on a schedule and records every brand and position in each answer. The ChatGPT visibility tracker shows your mention rate and position over time.
Competitor benchmarking shows which brands outrank you and which cited pages support them.
You can use Ansvisor Cloud or self-host the open-source project on GitHub.
Start a 14-day free trial and see where your brand sits in ChatGPT’s lists today.
Not permanently. ChatGPT writes a new answer each time, and a SparkToro study found the same brand list repeated in under 1% of runs. You can raise how often you’re named first, so track your average position across many runs.
Usually because more sources describe them clearly for that use case. Competitors often have comparison pages, third-party reviews and plain "best for" positioning. Check which pages ChatGPT cites for the prompt to see what supports their position.
Yes, partly. Crawlable, well-structured pages with clear answers help ChatGPT find and use your content. But list order also depends on how third-party sources describe your brand, which classic SEO doesn’t fully cover.
Expect weeks, not days. Content changes must be crawled first, and third-party mentions take longer to earn. Recheck the same prompts every week and judge progress over a month or more, not from one answer.
Run the same prompt several times and note where your brand appears in each list. Average the positions and count how often you appear at all. A ChatGPT visibility tracker repeats this on a schedule and compares you with competitors.
Co-founder at Ansvisor
Cihan Geyik is the co-founder of Ansvisor, an open-source, cloud-ready AI Visibility platform for AI Search. With more than 15 years of experience in digital marketing and growth, he writes about AI visibility, AI search, AEO, GEO, citations, and answer engines. He focuses on helping brands understand and improve their presence across ChatGPT, Gemini, Perplexity, Google AI Overviews, and other AI-powered discovery platforms.
Each prompt you win brings more mentions, more citations and more buyers. Ansvisor keeps finding the next one.
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