Best-of lists
Get into the roundups AI uses for “best X” answers.
The best free resources
Do Self-Promotional "Best" Lists Boost ChatGPT Visibility? Study of 26,283 Source URLs — Glen Allsopp, Ahrefs (2025-12-04)
Key study: "best X" lists are 43.8% of ChatGPT sources; third-party lists dominate.Why Calling Yourself the 'Best' Could Be Helping Your Competitors Win in AI Search — Lily Ray, Lily Ray (Substack) (2026-06-17)
Own listicles cited, but own brand left out 69% of the time.Is Google Finally Cracking Down On Self-Promotional Listicles? — Lily Ray, Search Engine Journal (2026-02-05)
Shows the SEO risk: 29–49% visibility drops for listicle-heavy sites.Self-Promotional Content Works—Until It Backfires (AI SEO Experiment) — Mateusz Makosiewicz, Ahrefs (2026-07-06)
Controlled test: self-promo pages often helped competitors get recommended.The Listicle Window Is Closing in AI Search: 30% Decline MoM — Nick Haigler, Seer Interactive (2026-02-25)
2M citations: listicle share falling; what surviving lists share.Self-promotional listicles analysis: Data from 232,000 citations — Tom Wells, Peec AI (2026-03)
~11% of citations from self-promo lists; platform differences (ChatGPT filters most).
Strategies for this step
Curated by effectiveGEOstrategy.com. Every link checked 2026-11-10. Know a better free resource? Tell us.