How to Run a Competitor AI-Visibility Analysis
When a buyer asks an AI assistant for a recommendation, they usually get one or two company names and a reason. If one of those names is a competitor and yours is missing, you never see the lost deal — it resolves before it reaches your funnel. A competitor AI-visibility analysis is simply the discipline of finding out, on purpose, who the assistant names instead of you and why. This is the method, step by step, so you can run it yourself rather than guess.
Start with the questions your buyers actually ask
The biggest mistake is testing vanity prompts. Asking "tell me about my company" proves nothing, because the assistant will dutifully describe you whether or not it would ever recommend you. What matters is the handful of buying-intent questions a stranger with a budget would type in your category. For a B2B tool that might be "best alternative to [the incumbent]" or "tools for [specific job]." For a local service it might be "reliable [trade] near me" or "[service] contract for [property type]." Write down five to ten of these. They are narrow, and they are the only queries worth measuring, because they are the ones attached to money.
Run the same prompts across every major engine
ChatGPT is not the whole picture. The same brand often scores very differently on Perplexity, Gemini, and Claude, because each builds answers from different mixes of training data and live retrieval. Open all four, ask your buying-intent questions exactly as a customer would, and ask each one a few times — answers vary between runs, so a single sample is noise. Keep the wording identical across engines so the comparison is fair. The goal is a clean, repeatable read, not a lucky screenshot.
Record who gets named, and how confidently
For each prompt, log three things: which companies are named, in what order, and how the assistant frames them. There is a real difference between "a popular option is X" and "the best choice for this is X, because…." Tally the names across all your prompts and engines. A pattern emerges fast: usually one or two competitors own most of the high-intent answers, your brand appears in some, and there are queries where you do not show up at all. Those blank queries are the revenue leaking out before it ever knocks.
Check whether the description of you is even correct
Visibility is not only presence; it is accuracy. When you are mentioned, read the description closely. Assistants frequently repeat outdated positioning, the wrong category, or a stale fact pulled from a years-old page. Being named for the wrong thing can cost you the deal as surely as not being named at all. Note every instance where the assistant gets you wrong — those are among the cheapest gaps to fix, because correcting your own pages and profiles often resolves them.
Why does an AI assistant name my competitor instead of me?
Once you can see who wins, the useful question is why. Assistants do not keep a secret leaderboard. They lean toward businesses that are described clearly, consistently, and with corroboration. Clarity means your site states plainly what you do, for whom, and what makes you different, in the words a customer uses rather than internal jargon. Consistency means you are described the same way across your site, directories, review platforms, and articles — conflicting or thin information makes a model hedge away from you. Corroboration means independent sources mention you in the right context, giving the assistant evidence to lean on. A named competitor almost always has more of at least one of these. Diagnosing which one is the whole game.
Turn the findings into a short fix list
You do not need a dramatic overhaul; you need to close the specific gaps the analysis surfaced. Tighten your own pages so the positioning is unmistakable. Add straightforward structured information — factual descriptions, directly answered FAQs, clean markup — so machines can parse you without guessing. Reconcile the way you are described everywhere so it all agrees, and correct the sources that have you wrong. Then earn honest, contextual mentions from places that already discuss your category. Knowing a competitor's footprint is useful here, not to copy it, but to see the concrete reason the model trusts them so you can match it on your own terms. If you would rather have that footprint researched for you, see what a Competitor Intel Brief actually gets you, and because engines disagree, it is worth measuring your AI share of voice across every major engine before you decide where to spend effort. Once the diagnosis is clear, the companion piece on how to get AI assistants to recommend you over a competitor turns these findings into the specific fixes that move the answer. For the awareness-stage version of this question, is ChatGPT recommending your competitors walks through what is at stake.
See where you stand in a couple of minutes
You do not need a large project to start — you need a baseline. A3E Ecosystem runs a free, instant AI Visibility Score: enter your domain and we analyze live signal data to estimate how visible your brand is to ChatGPT, Claude, Gemini, and Perplexity, then return three specific findings — what is working, your biggest gap, and the highest-impact fix. No card, no call. It is AI-assisted analysis built for speed, and it is honest about what it can and cannot tell you. There are no guarantees of placement, because no honest provider can promise that; what you get is a clear diagnosis.
Get your free AI Visibility Score
If the free score surfaces a real problem, you can go deeper. Our Full AI Visibility Audit delivers a platform-by-platform breakdown, a query-by-query gap analysis, and a prioritized fix plan, and the Competitor Intel Brief shows exactly why named competitors are winning the recommendation and where you can take it back. Both are delivered as clean reports, with no fluff and no promises we cannot keep.
Frequently asked questions
How do I check which competitor AI assistants recommend?
Ask each assistant the buying-intent questions a real customer would ask in your category, then record which company names appear and in what order. Run the same prompts across ChatGPT, Claude, Gemini, and Perplexity, repeat them a few times, and tally the names. The company that shows up most often, most confidently, owns that answer.
Why does an AI assistant name my competitor instead of me?
Assistants favor businesses that are described clearly, consistently, and corroborated by independent sources in the exact context buyers ask about. A named competitor usually has clearer positioning, more consistent information across the web, or stronger third-party mentions — not a secret ranking.
How often should I run a competitor AI-visibility check?
Quarterly at minimum, because models update and retrieval sources shift. Monthly makes sense if you are in a fast-moving category or actively working to improve your AI visibility.
Can I guarantee that AI will recommend my business?
No honest provider can guarantee placement in an AI answer — the assistant assembles each response from patterns it sees, and those change. What you can do is make your business the easiest in your category to summarize correctly, which is what consistently earns the mention.