AI systems can use different data sources and retrieval methods, so there is no universal discovery formula. Brands can still improve the public evidence available for interpretation.
Answer systems may differ in models, indexes, retrieval, tools, regions and updates. Public availability is therefore not proof of ingestion, and prior appearance is not proof of future use.
Use stable official pages, precise definitions, consistent names, dated factual updates and source-backed claims. Structured data should describe visible content accurately rather than act as a substitute for useful information.
AEO.METRY’s Scan can assess public evidence but never queries live answer engines. When actual behavior matters, a human-led Deep AI Engine Investigation can record selected outputs without promising a result.
Assess the public information systems may encounter.
Start an automated scan