# AI visibility report

Brand:
Prepared by:
Reporting period:
Comparison period:

## Scope and method
Markets and languages:
Platforms:
Prompt portfolio and version:
Valid answers:
Failed or excluded runs:
Collection method:
Changes in coverage since the previous period:

## Summary
What was observed:
What changed within the comparable sample:
What needs attention:

## Metrics
Metric name:
Definition:
Numerator:
Denominator:
Current value:
Previous comparable value:
Coverage limitations:

## Evidence-backed findings
Finding:
Prompt and answer record:
Cited source URLs:
Interpretation:
Uncertainty or alternative explanation:

## Actions
Task:
Owner:
Priority and reason:
Due date:
Success criterion:
Review date:

## Limits
Sample coverage:
Answer variability:
Missing data:
Why these results do not establish causation or total market share:

## Next review
Questions to investigate:
Scope changes to record: