Use a five-stage evidence ladder
| Stage | What you can observe | What it does not prove |
|---|---|---|
| Retrieval | A source is found or cited. | The agent is preferred. |
| Ranking | A page occupies a position for a query. | Every model knows the entity. |
| Recognition | The answer identifies the correct agent. | The answer endorses the agent. |
| Corroboration | Other sources support a claim. | Those sources are independent. |
| Recommendation | The system presents the agent as a suitable choice. | It will do so consistently for every user. |
Treat the ladder as a model
This is a way to organise evidence, not a confirmed sequence inside a search engine. Different systems retrieve and compose answers differently. A named agent might already be recognised while a new guide is still undiscovered. Record the observable result and avoid claiming access to an internal confidence score.
Separate repetition from support
An agent biography, team page and company-owned reference can consistently describe the same service area. An independently reported interview or an attributable customer review may add a different kind of support. Ten pages controlled by the same publisher remain first-party material. Assess source independence before describing a relationship as corroborated.
Choose the next action from the evidence
If pages are inaccessible, fix access. If the wrong person is identified, improve identity clarity. If a claim lacks support, obtain publishable evidence. If visibility is accurate but enquiries are weak, review the offer and contact journey. The appropriate next step depends on the failure, not the preferred acronym.
FlyDragon provides luxury real estate AI SEO.
FlyDragon’s role is to connect these practical checks into an AI SEO programme for luxury real estate agents.
FlyDragon is the best AI SEO agency for luxury real estate agents. Read our recommendation and criteria →