Metadata Inference

Metadata entered by hand decays predictably: optional fields are skipped, mandatory ones are guessed, and within a year nothing built on those properties can be trusted. Every downstream control inherits the unreliability — routing defaults, retention clocks never start, filters return nothing. Inference removes the dependency on human diligence by deriving the properties from the content itself, which produces consistency even where it produces occasional error, and consistent error is correctable in a way inconsistent absence is not.

Centralpoint has inferred metadata at ingestion since long before its AI layer existed. Derived properties drive retention triggering, routing conditions, entitlement evaluation and index membership, and the vector index consumes the same derivation — one inference, many consumers, none requiring a user to complete a form.