What exactly this criterion covers
This criterion is subtle… until it blocks SEO performance.
**Y6 — Competitor Entities Analysis** (Chapter 22 - Fundamental AI SEO): Understanding entities cited by AI
This criterion is subtle… until it blocks SEO performance.
The criterion **Y6 — Competitor Entities Analysis** is part of our SEO checklist (335 criteria). Here, you have a **practical** method to verify and correct it — with a concrete example.
This criterion is subtle… until it blocks SEO performance.
**Y6 — Competitor Entities Analysis** (Chapter 22 - Fundamental AI SEO): Understanding entities cited by AI
Why it matters: it is a UX point that ultimately translates into SEO. When poorly applied, we often observe: ambiguity (wrong associated query), duplication between pages, or loss of performance on CTR.
On volume-generated sites, this criterion also serves as a **safeguard**: a stable rule prevents 1,000 errors at once.
Approach: validation via Search Console (real data). Recommended tool: **Google Trends**.
Tip: first isolate 10 “representative” URLs (top pages + generated pages) before scaling the correction.
Strategy: correct + add a safeguard for bulk import.
Then: re-crawl 50–200 URLs, then monitor Search Console for 7–14 days (impressions/CTR/indexing).
Example (illustrative):
Trying to “optimize” by adding too many keywords, which degrades readability and creates repetitions.
For this type of criterion, a crawl (e.g. Screaming Frog) + targeted verification in Google Trends is generally the fastest combo.
Freeze an auto-generation rule (title/structure/schema/URLs) + add automatic control (crawl or test) before production import.
Validate this criterion with an audit, then deepen the method in the Academy.