Research

Most AI brand visibility tools count mentions. Sentiment tells you whether getting named actually helped you, and why it is harder to score than review data.

A repeatable method for comparing your AI visibility to competitors: pick the right prompts, sample properly, normalize the numbers, and read the gaps.

AI share of voice and market share measure different things. Learn how they relate, why they diverge, and which one a SaaS founder should watch weekly.