The Marketing Team's Guide to AI Visibility Metrics That Matter
AI visibility metrics: learn whether query coverage, position-weighted citation share and sentiment predict business impact—not vanity numbers.
Aug 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.