Customer sentiment lies. Retention curves do not. The absolute data requirements for proving true product-market fit before scaling.
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Measuring Product-Market Fit (Without Surveys)
Feb 20, 2026 15 min read

The AI Transformation Framework
A methodology for moving AI from experiments to operating systems. Four phases, built on lessons from digital and cloud transformation waves, tested across healthcare, consumer tech, and agencies.