Do You Need an AI Visibility Tool? A Founder's Decision Guide
Not sure if you need an AI visibility tool yet? Use this founder's self-assessment to see whether manual checking still works or you're already losing
Aug 7, 2026
Read →The roost
Field notes from the night shift
What we learn watching AI answer questions about businesses like yours — who gets named, who gets cited, and what actually moves the needle when the answer isn’t you.