Sentiment Matters: Why Being Mentioned by AI Isn't Enough for Agency Clients
AI brand mentions aren’t enough: learn how sentiment shapes recommendations, monitor negative or outdated claims, and improve how AI frames your brand.
Nov 4, 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.