R8 — Chapter 19 - Analyse Concurrentielle

Criterion r8-topic-clusters-concurrents: Competitor AI Citations — guide + example

PART 2 - Advanced Strategies Chapter 19 - Analyse Concurrentielle Keyword : topic clusters concurrents

This is typically the kind of detail that avoids contradictory signals.

The **R6 — Competitor AI Citations** criterion is part of our SEO checklist (335 criteria). Here, you have a **practical** method to check and correct it — with a concrete example.

What this criterion covers exactly

This is typically the kind of detail that avoids contradictory signals.

**R6 — Competitor AI Citations** (Chapter 19 - Competitive Analysis): Identify who is cited by ChatGPT, Gemini, Perplexity

Why it’s important (SEO + UX)

Why it matters: it’s a technical quality factor (crawl, rendering, indexing). When poorly applied, we often observe: ambiguity (wrong query associated), duplication between pages, or loss of performance on Core Web Vitals.

On sites generated in bulk, this criterion also serves as a **safeguard**: a stable rule avoids 1,000 errors at once.

How to check (step by step)

Approach: browser-side check (rendering + code). Recommended tool: **AnswerThePublic**.

  1. Open the source code and locate the relevant element (tag/structure).
  2. Check the hierarchy and consistency with H1 + intro.
  3. Run a crawl to detect pages that violate the criterion.

Tip: first isolate 10 “representative” URLs (top pages + generated pages) before scaling the correction.

How to correct properly

Strategy: make a “clean” correction (no patch), then measure.

  • Rewrite the plan: clear H1, H2 = sub-questions, H3 = details.
  • Add a differentiating element (scope, method, example) to avoid duplication.
  • Check consistency with the intent (info / comparison / action).

Next: re-crawl 50–200 URLs, then monitor Search Console over 7–14 days (impressions/CTR/indexing).

Concrete example (illustrative)

Example (illustrative):

  • **Context**: training page for fashion e-commerce in Rabat
  • **Before**: generic H1 + sections without hierarchy (inconsistent H2/H3).
  • **After**: intent-oriented H1 + H2 by sub-questions (case: training page — fashion e-commerce).
  • **Note**: Objective: make the plan “scannable” and aligned with intent.

Checklist to tick

  • [ ] Meets the intent
  • [ ] Respects: gemini
  • [ ] Unique
  • [ ] Concrete examples
  • [ ] Natural keywords
FAQ

Frequently asked questions — R8

What is the most common mistake on “Competitor AI Citations”?

Trying to “optimize” by adding too many keywords, which degrades readability and creates repetitions.

Which tool is the fastest for checking at scale?

For this type of criterion, a crawl (e.g., Screaming Frog) + a targeted check in AnswerThePublic is generally the fastest combo.

How to prevent it from happening again on 10K generated pages?

Freeze an auto-generation rule (title/structure/schema/URLs) + add an automatic check (crawl or test) before importing into production.

Ready to go from theory to action?

Validate this criterion with an audit, then deepen the method in the Academy.

Audit with the tool → Learn in the Academy →