Projects with excellent change management meet objectives up to 7x more often than those with poor change management (Prosci, 2023). Here is why OCM is the primary driver of AI ROI — and how to run the first 90 days.
Most enterprise AI programs stall because they start with tools, not with a framework. This guide lays out a six-stage AI adoption framework — from Readiness Audit through full AI Adoption — built on the H2H (human-to-human) and H2M (human-to-machine) methodology that separates the few programs that scale from the many that don't.
An enterprise AI adoption framework is a structured operating model that moves AI from scattered pilots to measurable P&L impact. A field guide to the RECODE Method, why 95% of pilots fail, and why AI augments human work but never collaborates.
You cannot audit "AI-human collaboration" — collaboration is a human social process, and an AI system is not a social partner. A real audit splits the question in two: Layer 1, human collaboration quality; Layer 2, human–AI coordination quality. This guide gives you the protocol.