§Definition AI Visibility

Source Concentration

The degree to which the AI answers in a category depend on a small number of repeatedly cited pages.

ID
SS-DF-153
Confidence
Established · 68
Evidence
Emerging
Updated
2026-07-31

Definition

The degree to which the AI answers in a category depend on a small number of repeatedly cited pages.

Source concentration describes how tightly the retrieved sets for a category cluster around the same handful of URLs. In a highly concentrated market a few round-ups, directories or comparison pages appear across most answers and most engines, so earning presence on one of them moves visibility far more than a broad content programme. Measuring concentration, by counting how many distinct engines cite each page, is what allows citation-earning effort to be ranked rather than spread evenly.

Also known as

  • citation concentration

Recommended next steps

    Apply the method Source Provenance Mining Framework Framework See the wider capability Digital PR Capability