How to report AI visibility to owners and clients

Why it matters

A business owner or client wants to know whether AI engines are sending people to them or away from them. A raw list of answers does not tell them. A short report with the same numbers every month does.

AI data is noisy and new, so the report has to do 2 jobs: show direction, and set honest expectations. A report that oversells a single good week loses trust the first time the number dips.

Key takeaways

• Use the same 4 or 5 numbers every month, split by engine.
• Show trend lines over at least 4 weeks and mark the dates of page changes.
• Explain variation in 2 sentences so a dip does not cause alarm.
• End with the actions taken and the actions planned, not only the numbers.

Step by step

1. Decide who reads it and what they ask

   An owner usually asks whether they are being found and recommended. A marketing lead asks what changed and why. Write the question at the top of the report and make every section answer it.

2. Choose the numbers and keep them fixed

   Use mention rate, share of voice against your named competitors, citation rate for your own pages, sentiment, and the top cited sources. Break each one out by engine. Do not swap metrics month to month, or the trend line loses meaning.

3. Show the trend, not the snapshot

   Chart at least 4 weeks per engine. Add a small table with last month, this month, and the change. Where a prompt flipped between runs, show how often you appeared rather than a yes or no.

4. Annotate what you changed

   Mark dates for new pages, rewritten answers, corrected listings, and technical fixes. A change next to a line that moved is evidence. A move with no change is a question to investigate, and you should say so.

5. Add Google data where it exists

   Include impressions from the Generative AI performance report in Search Console for Google's AI features, alongside your tracked results. Google says AI feature traffic is part of the Web search type in the main Performance report. Present each source under its own label.

6. State the limits

   Write 2 or 3 sentences: answers vary between runs and engines, the prompt list is a sample of real questions, and engines do not publish when they refresh. Do not forecast citations or traffic.

7. Close with actions

   List what you did this month, what you will do next, and what you need from the reader, such as a corrected listing or approval of a new page. This is what makes the report useful and not decorative.

A one-page layout

1. The question: Are AI engines naming and citing us?
2. This month in one sentence
3. Table: engine, mention rate, share of voice, citation rate, change
4. Chart: mention rate by engine, last 8 to 12 weeks, with change dates marked
5. Top cited sources this month and what changed since last month
6. What we did
7. What we will do next
8. Notes on limits and variation

Questions