AI visibility audit & monitoring

Why AI visibility is hard to measure

Rankings have positions. AI answers do not. The same question can produce different answers depending on the tool, the model version, the wording, the user's location and history, and the time. Any tool claiming a precise "AI ranking" for your brand is simplifying heavily.

Our approach: documented, repeatable checks

1. Prompt set. We build a list of realistic questions customers might ask — informational, comparison and recommendation questions — for your services and areas.
2. Tools. We run them across the major AI tools your customers are likely to use.
3. Logging. For each answer we record whether your brand appears, how it is described, whether facts are accurate, which competitors appear and which sources are cited.
4. Repeat. We rerun the same set on a schedule so changes can be compared over time.

What the audit tells you

• Whether AI tools know your business exists
• Whether the facts they state are accurate
• Which competitors are mentioned instead, and which sources support them
• Which of your pages or listings are cited
• Where inaccurate information may be coming from

What we report

We report observations and trends with real examples — not a single invented score. For example: "Mentioned in 3 of 20 recommendation prompts this month, up from 1; address incorrect in one tool, traced to an outdated directory listing."