AI Overviews · ChatGPT · Perplexity

The 7-Factor AI Citation Audit

A working framework to test, not a disclosed ranking formula

01
Entity Consistency

Keep names, roles, and organization details accurate across the properties you control.

02
Source Authority Consolidation

Test consolidation when several pages answer the same intent with overlapping claims.

03
Definitional Precision

Define the term, state the scope, then show the evidence and its limits.

04
Structural Legibility

Use descriptive headings, clear prose, and tables when they help the reader.

05
Citation Ecosystem Depth

Track whether independent sources corroborate the claim, then test citation outcomes.

06
Topical Freshness

Update facts when they change. Do not refresh dates cosmetically.

07
Attribution Architecture

Name the author, source, date, sample, market, and methodology.

Audit a hypothesis. Change one variable. Run the same prompts again.

Fernando Angulo · Senior Market Research Manager at Semrush, an Adobe company