New models require new evaluation approaches. Building measurement systems that catch hallucinations, track drift, and maintain quality at scale.

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.