03 · Retrieval, Evidence & Consensus

Retrievability

The degree to which a brand's information can actually be found and used.

Aingworth Concept

Full explanation

Retrievability is the degree to which a brand's information can be found, understood, and surfaced by the systems that retrieve information for search and AI-generated answers. Visibility is an outcome. Retrievability is the underlying condition that makes it possible.

Retrievability depends on more than being indexed. Content has to be structured clearly enough for a system to extract the relevant fact, hosted somewhere the system actually crawls or queries, and free of the technical barriers, thin markup, blocked pages, inconsistent naming, that make correct information hard to isolate even when it is technically present.

It sits upstream of Retrieval itself. Retrieval is the act a system performs when answering a specific question. Retrievability is the standing condition of a brand's information that determines whether that act is likely to succeed.

Why this matters

It is the bridge between technical work and the recognition argument. A brand cannot be recognized if its information cannot first be found and understood.

Example

Two brands publish the same fact, a certification held since 2019. One states it in plain text on a dedicated page. The other buries it in a downloadable PDF. The first is retrievable for that fact; the second, though technically published, effectively is not.

Where this sits

Retrievability belongs to Retrieval, Evidence & Consensus, one of the seven layers of the Aingworth Glossary. Information exists, then it is retrieved, then sources are selected, then they corroborate one another, then consensus emerges. This is where Aingworth's Consensus Over Rankings thesis lives.

Continue with: You Are Using AI in the Wrong Place.

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