Does AI Recommend You or Your Competitor?

We run the questions your buyers actually ask across ChatGPT, Claude, Gemini and Perplexity, then send you the results: how often you are named, who is named instead, and the specific gaps causing it. Free, and yours to keep whether or not you work with us.

Research
Questions
AI queries
Technical
Report

A strategist runs this audit by hand — it is not an instant automated score, and we would rather give you something accurate than something immediate. Expect it within two business days. No credit card, no sales sequence.

ChatGPT

Highest assistant share

Claude

Heavy professional use

Gemini

Feeds AI Overviews

Perplexity

Citation-first answers

What's Actually in the Report

A document you can act on, not a lead magnet with a score and a sales call attached.

01

Your citation rate

How often each model names your business across a disclosed set of buyer-intent questions for your category and market — with the exact queries listed so you can rerun them yourself.

Includes: the full query set

02

Who gets named instead

The competitors appearing in your place, how the models describe them, and which sources those descriptions are drawn from. This is usually the most uncomfortable and most useful page.

Includes: competitor citation map

03

The gaps causing it

Entity inconsistencies, missing structured data, thin or unquotable content, and absent third-party corroboration — ordered by how much each one is costing you.

Includes: prioritised fix list

What a Visibility Score Can and Can't Tell You

Model answers are not deterministic. Ask the same question twice and you can get different businesses named; ask from a different location or account and the answer shifts again. Any tool presenting a single number as your definitive AI visibility is flattening that away.

So we report a rate, not a verdict. A fixed query set, run across models, with the questions published in the report. That makes the number reproducible and comparable over time, which is the only way it becomes useful for a decision.

What it tells you reliably: whether you are broadly absent from the answer in your category, which competitors are consistently present, and which structural gaps explain it. Those findings are stable across runs, and they are what the work is built on.

What the audit reliably shows

  • Whether you appear at all in category-level recommendations
  • Which competitors are consistently named across models
  • How models describe your business, and where that description is wrong
  • Which sources the models draw on for your category
  • Structural gaps: entity, schema, corroboration, quotability

What no audit can tell you

  • Exactly what any individual user will see — answers personalise
  • A guaranteed ranking position inside a generated answer
  • Precise traffic volume from assistants, which few of them report
  • How a model will behave after its next training update

Audit FAQs

What to expect before you request one.

Yes, and there is no card and no sequence attached. We do it because the fastest way to show what we are worth is to hand you something useful before you have paid us anything.

If the report shows you are already well cited, we will tell you that too. That outcome costs us a sale and buys us a straight reputation, which is the better trade.

Two business days in most cases. A strategist runs the queries, reviews your entity footprint and technical setup, and writes the findings. We are not sending you an instant automated number because an instant automated number is not worth reading.

Your domain and an email address. That is it. If you want the audit scoped to particular services or markets, tell us in the reply and we will target the query set accordingly.

No. You will get the report, and one follow-up asking whether you would like to talk it through. If the answer is no or nothing at all, that is where it ends.

Yes. Multi-location businesses are exactly where AI visibility gets interesting, because models often recommend confidently in one market and not at all in the next. Send the domain and mention the markets you care about.

Ready to See Where You Stand?

Two business days, no cost, no obligation. You keep the report either way.