GoKawiilAI Visibility Tools Rely on Modeled Guesses, Not Real Buyer Queries
Entrepreneur contributor analysis finds that AI search visibility platforms don't actually capture the full stream of questions buyers ask AI assistants. Instead, vendors like Otterly and Ahrefs generate estimated question sets using tools such as Search Console data and keyword expansion, then present results as if they reflect real buyer behavior. The Interactive Advertising Bureau's 2026 guidance confirms that over 20 vendors use inconsistent measurement methods for AI visibility.