adoption

Strip away the hype. This lesson unpacks the real adoption and impact data: McKinsey's State of AI surveys, the MIT 2025 GenAI Divide, and why roughly 95% of enterprise GenAI pilots show no measurable P&L impact — plus where value has actually landed and what the pilot-to-production chasm looks like in practice.

The model is the least of your problems. This lesson examines how to structure the AI function (centralised, federated, hub-and-spoke), make defensible build-vs-buy decisions, design for actual adoption, and understand why change management — not the model — is the dominant failure mode in enterprise AI programs.