Working notes
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What we learn while installing GTM engines inside other people's companies. Mechanisms, not opinions.
AI outbound
7 min read
AI outbound personalization is a research problem, not a prompting problem
AI personalization fails when it treats a weak signal as a reason to write. The fix is not a better prompt, it is evidence that exists before the copy starts.
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