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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.

AllAI visibilitygenerative engine optimizationAI SEObrand monitoringshare of voiceAI searchAI visibility scoreChatGPT citations