What exactly this criterion covers
This criterion seems “simple”, but it creates many discrepancies in production.
**Y12 — GEO Competition Analysis** (Chapter 22 - Fundamental AI SEO): Identify competitors cited by AI
This criterion seems “simple”, but it creates many discrepancies in production.
The criterion **Y12 — GEO Competition Analysis** is part of our SEO checklist (335 criteria). Here, you have a **practical** method to check and fix it — with a concrete example.
This criterion seems “simple”, but it creates many discrepancies in production.
**Y12 — GEO Competition Analysis** (Chapter 22 - Fundamental AI SEO): Identify competitors cited by AI
Why it matters: it is a UX point that eventually translates into SEO. When poorly applied, common issues include: ambiguity (wrong associated query), duplication between pages, or performance loss on rankings.
On volume-generated sites, this criterion also acts as a **safeguard**: a stable rule prevents 1,000 errors at once.
Approach: browser-side check (render + code). Recommended tool: **Your WG Analyzer**.
Tip: first isolate 10 “representative” URLs (top pages + generated pages) before scaling the fix.
Strategy: fix the minimum necessary, then stabilize.
Then: re-crawl 50–200 URLs, then monitor Search Console over 7–14 days (impressions/CTR/indexing).
Example (illustrative):
Fixing an isolated page without correcting the template/import: the error returns in the next generation.
For this type of criterion, a crawl (e.g. Screaming Frog) + targeted verification in Your WG Analyzer 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.