What is AI visibility report?
A recurring report that explains where a brand appears in AI answers and what changed.
An AI visibility report combines citations, mentions, absence, share of voice, winning sources, sentiment, referral traffic and attributed outcomes for a defined prompt set and period.
A useful report explains movement, not merely totals: which prompts changed, which engine changed, what competitor displaced you, which URL earned the citation and what action comes next. The methodology and prompt coverage should be visible so stakeholders can judge the result.
Why — and when — does it matter?
A report should let a client or team understand the market position, why it changed, what business value followed and what action is next.
How it works
State scope, engines, prompts, competitors and dates.
Lead with outcomes and material changes.
Break down citations, mentions, sentiment and share by segment.
Show winning and losing answers with sources.
Assign actions, owners and the next measurement date.
Worked example
An agency report shows SoV rose eight points, but the increase came from research prompts while purchase prompts fell. The recommendation is a new comparison asset and two source corrections, not a generic “keep improving.”
How to track and report it
Reporting rule: State the engine, prompt set, market, time window and denominator. A number without scope cannot be reproduced or compared.
Practical playbook
- State scope, engines, prompts, competitors and dates.
- Lead with outcomes and material changes.
- Break down citations, mentions, sentiment and share by segment.
- Show winning and losing answers with sources.
- Assign actions, owners and the next measurement date.
Common mistakes
- Sending dashboard screenshots without interpretation
- Hiding methodology
- Mixing changed and unchanged prompt samples
Questions people ask
What is AI visibility report?
A recurring report that explains where a brand appears in AI answers and what changed. A report should let a client or team understand the market position, why it changed, what business value followed and what action is next.
How does AI visibility report work?
State scope, engines, prompts, competitors and dates. Lead with outcomes and material changes. Break down citations, mentions, sentiment and share by segment. Show winning and losing answers with sources. Assign actions, owners and the next measurement date.
How do you measure AI visibility report?
Change versus baseline and competitive share. AI traffic, revenue, corrected claims and completed actions. Period change = current metric − prior comparable metric
What is a common mistake with AI visibility report?
Sending dashboard screenshots without interpretation. The scope and methodology should be stated before interpreting the result.