Most conversations about AI visibility assume there is one best approach. There isn't. Organizations differ dramatically in how their buyers discover, evaluate, and ultimately choose products.

The AI Visibility industry is having an incomplete conversation for AI Visibility. Spend five minutes reading about AI visibility and you'll see the same conversation repeated over and over. GEO, Citations, Prompt engineering, Structured data, Entity optimization, and AI-friendly content and website development.

For decades, organizations have treated search visibility as a marketing responsibility. Today, most organizations are applying that same operating model to AI visibility.