Measurement
AI Visibility Reports for Agency Clients
For agency clients, an AI visibility report should separate observed changes, changes beyond normal variation and business outcomes.
What a client report should include
A simple AI visibility report should include:
| Report field | What to include |
|---|---|
| Scope | Test dates, baseline identifier, question-set version, model information, market and language. |
| Comparison | The question, platform and access-method combinations with valid observations in both the baseline and follow-up periods. |
| Results | Brand mentions, source-list appearances and in-answer citations reported separately, with counts, valid-response totals, ranges and changes from the baseline. |
| Evidence | The competing websites and the page URLs associated with the reported sources. |
| Exceptions | Failures, missing or exceptional combinations, and records that could not be evaluated or verified. |
| Conclusions | What the findings do and do not support, including the boundary between visibility and business outcomes. |
How to interpret a change
One ranking rise or score change does not prove sustained improvement. Reports should retain the original baseline and previous rounds so clients can see the change against the last stable baseline and the longer-term trend. Changes to the question set, model, market, language, search method or recording rules require a new baseline.
What does visibility say about ROI?
Visibility observations and business results require separate evidence.
- An increase in impressions does not by itself establish more visits.
- More visits do not by themselves establish enquiries.
- Enquiries do not by themselves establish sales or revenue.
Record post-publication Search Console, GA4, AI recommendations, visits, enquiries and sales as separate external evidence.
Route guidance
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