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Corey Haines 27a4b731bc feat(ai-seo): citations vs. recommendations — AI visibility ladder + listicle risk (2.2.0) (#428)
* feat(ai-seo): citations vs recommendations — AI visibility ladder + listicle risk (2.2.0)

Adds references/citations-vs-recommendations.md: the visibility ladder
(retrieved/cited/mentioned/recommended), the self-promotional listicle
risk for emerging brands, what earns recommendations (offsite
consensus), recommendation value data, and the attribution blind spot.
Caveats wired into content-patterns.md, content-types.md, and the
competitors skill (2.0.1). Repo release 2.8.6. Closes #427.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix(ai-seo): correct stat framings per codex primary-source check

69% is per-citation (224/323), not per-query; Scrunch figures split by
metric and framed observationally; SimilarWeb attribution phrasing
corrected; 'reliably' softened to 'often' in competitors.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix(ai-seo): residual stat wording in VERSIONS.md and eval expectation

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

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Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
2026-07-09 17:39:51 -07:00
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