A client report should explain what changed, how sure you are and what the agency will do next. A collection of answer screenshots cannot do that on its own.

Use this monthly report template

1. Business objective

Client: [name]. Buyer: [role/segment]. Market: [locale]. Priority services: [scope]. Reporting period: [dates]. Accountable owner: [name].

2. Measurement scope

Panel version: [ID]. Prompts: [count]. Engines and modes: [list]. Repeats: [count]. Scheduled observations: [count]. Valid observations: [count]. Failures/no answers: [counts with definitions].

3. Comparable visibility results

MetricPrevious periodCurrent periodScope / caveat
Brand mention rate[value][value]Valid responses; fixed panel
Owned-domain citation rate[value][value]Link to client’s domain
Competitive mention share[value][value]Named competitor set
Incorrect brand descriptions[count][count]Reviewed observations
Citation-gap prompt IDs[count][count]Competitor cited, client not

Do not insert zero when a measurement is unavailable; use “not measured.” Report percentage-point changes for rates and show denominators.

4. Commercial outcomes

List identifiable AI referral sessions, verified lead events, sales-accepted inquiries and opportunities. Label self-reported AI influence separately. Explain any changed attribution or tracking configuration.

5. Findings and decisions

For each important finding, attach an evidence reference, affected page, business implication, proposed action, owner and verification check.

6. Work completed and next priorities

Separate delivered changes from recommendations awaiting approval. Explain the next few priorities in buyer language: “clarify service scope” is more useful than “increase GEO signals.”

Show uncertainty without hiding the result

If engine behavior changed or a panel was edited, annotate the chart and avoid a misleading period comparison. Keep detailed response evidence in an appendix so the main report remains readable.

Frequently Asked Questions

Should we include a single visibility score?

Only with a published formula and supporting metrics. A composite score should not hide accuracy errors or weak inquiry quality.

Can we claim our changes caused every increase?

No. A before-and-after comparison alone does not establish causation.

Next step

Want to add documented AI visibility reporting to your agency’s offer?

Add white-label AI visibility reporting to your offer →

About this guide

This guide is a practical framework. It does not report survey data, platform rules or measured client results, and any example in it is illustrative.

Stop losing SEO clients to AI traffic drops.

Deliver white-label AEO to your clients.

Apply for Agency Partnership