# AI visibility review

## Decision summary
- Business, buyer task, market and date:
- What the observed answers establish:
- Most useful change or next investigation:
- Internal rehearsal / client-approved report / externally validated outcome:

## Panel and coverage
Exact prompts, selection rationale, branded/unbranded groups, settings, providers,
engine/model/session limitations, repeat count and collection dates.

| Prompt | Provider | Planned | Terminal | Successful | Usable | Mentioned | Recommended | Owned domain cited | Failed/pending |
| --- | --- | ---: | ---: | ---: | ---: | --- | --- | --- | --- |

Separate legacy-only mentions from current-offer relevance when it changes the conclusion.

## Observation ledger
| Observation/run | Answer evidence | Mention/framing | Recommendation | Cited URL | Retrieved only | Time | Uncertainty |
| --- | --- | --- | --- | --- | --- | --- | --- |

## Prioritised changes
| Page | Observed issue | Inspected source evidence | Proposed edit | Client fact to check | Owner | Completion check and retest |
| --- | --- | --- | --- | --- | --- | --- |

## Research receipt
| Tool | Run id | Input summary | Final USD | Status/result reference |
| --- | --- | --- | ---: | --- |

Total, incomplete observations, reused sources, and next comparable run settings.