Blog

Notes on AI visibility.

How AI assistants talk about brands, how to measure it honestly, and how to improve it.

Honest measurement · October 5, 2026 · 6 min read

Do AI Visibility Tools Actually Work?

A candid answer from a company that builds one: what sampling the assistants can tell you, what it cannot, and how to tell a useful tool from an expensive dashboard.

Read the post