SEO to GEO: Rank #1 but Worst in GEO Score — Why Search Rankings No Longer Guarantee Visibility

A provocative analysis revealing that top-ranking SEO brands can score poorly in Generative Engine Optimization. This playbook demonstrates why traditional search dominance is becoming irrelevant as AI agents become the primary audience, and provides actionable frameworks for brands to optimize for AI citation share, sentiment, and reference accuracy.