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The AI Architect's avatar

Brilliant framing on Message-Market-Fit - breaking it down into messaging potency x volume x channels x frequency is way clearer than the vague "personalization" advice floating around. The audience research section feels particularly timely because I've seen so many teams skip straight to Clay personalization without actualy understanding the culture. The calculator showing sub-$1000 for 10K sends was eye-opening honestly, explains alot about inbox saturation.

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