Understanding
Can an AI system explain what the company does, who it serves, and why a buyer would choose it?
AI Visibility Check
Can AI understand your company well enough to recommend it?
We review how your business appears in a controlled sample of relevant AI-assisted searches, what the systems get wrong, which competitors appear instead, and what is most worth fixing first.
What gets checked
A useful sample, not a mystery score.
AI answers vary by platform, prompt, timing, location, and available sources. The review shows the questions tested and the evidence observed so you can judge the findings instead of trusting a black box.
Visibility
Does the company appear in a controlled sample of relevant buyer questions, and which competitors appear instead?
Accuracy
Are the answers current and supportable, or are important facts missing, confused, or incorrectly inferred?
Source signals
Which pages and outside sources appear to shape the answers, and where is stronger evidence needed?
Start the check
Give us the business and the buyer question.
We will review the submitted company and email a concise findings note. This is an observed diagnostic, not a promise that any platform will return the same answer every time.
- an observed sample, including the questions and systems reviewed
- what the systems understood correctly and what they missed
- competitors or alternatives that appeared when the company did not
- the three changes most worth making first
Straight answers
A few things to settle now.
Is this an automated AEO score?
No. A single automated score can look precise while hiding unstable prompts, model differences, location, and timing. TMM reviews an observed sample and explains the limitations alongside the findings.
Does this guarantee that AI systems will recommend my company?
No. AI answers change and no outside firm controls them. The check identifies what is observable now and which website, entity, content, proof, or authority signals are most worth improving.
Is AI visibility separate from SEO?
Not completely. Crawlability, entity clarity, useful pages, reputable citations, and strong proof support both traditional search and AI-assisted discovery. The test separates the observations, then connects the fixes where they overlap.
Need the wider picture?