Benchmark competitors
See who gets cited instead of you, and why.
The best free resources
How to Compare Your AI Visibility Against Your Competitors — Despina Gavoyannis, Ahrefs (2025-11-13)
Step-by-step: who is cited instead of you, topic ownership, mention gaps.AI Share of Voice Benchmarking Methods — Metehan Yesilyurt, metehan.ai (2026-09-06)
Four share-of-voice methods; handles run-to-run variance. Tool picks are promotional.Can a prompt undo years brand building? Our AI interview tests say yes — Wil Reynolds, Andrea Haley, Seer Interactive (2026-07-01)
84 sessions: AI research shifted which competitors buyers considered.AI Visibility Index — — (Semrush research), Semrush Enterprise (2026-10 (H2 edition))
Free leaderboards by industry: which brands and sources AI favours.What Is AI Share of Voice: The Complete Guide for Brands — — (LLMrefs team), LLMrefs (upd. 2026-10-12)
How to state prompts, engine, market and denominator so SoV is honest.How to Displace Competitors in AI Search with Citation Intelligence and Off-Site Strategy — Superlines (2026)
Turns citation gaps into a content and third-party plan.
Strategies for this step
Curated by effectiveGEOstrategy.com. Every link checked 2026-11-10. Know a better free resource? Tell us.