The standard product management playbook fails with probabilistic systems. Managing inference costs, hallucinations, and human-in-the-loop fallback.
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.