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.
AI has removed the constraint of producing outbound messages, but resonance has always been the core challenge. Do you think the next step is moving from general audience insights to understanding each individual prospect’s situation, so messages are based more on real-time context rather than persona level assumptions?
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.
AI has removed the constraint of producing outbound messages, but resonance has always been the core challenge. Do you think the next step is moving from general audience insights to understanding each individual prospect’s situation, so messages are based more on real-time context rather than persona level assumptions?