Change Management for AI Demands Implementation, Not Just Installation, Says IMA Worldwide

Durham, United States – July 17, 2026 / IMA Worldwide /

Durham, NC, United States, July 15, 2026

The statistic has circulated for two decades: roughly 70% of organizational transformations fail, a figure long tied to McKinsey research. Change management practitioners can recite it without hesitation. IMA Worldwide contends the number itself is no longer the central issue. The questions worth examining are why that figure has remained unchanged despite widespread awareness, and what “failure” genuinely means in practice. Both are problems the Accelerating Implementation Methodology (AIM) was designed to solve.

What Transformation Failure Actually Is

Failure is not a missed deadline or a budget overrun. According to IMA Worldwide, failure occurs when installation is mistaken for implementation. Installation means the system is live, training is complete, and the project is officially closed. Implementation means people have substantively changed how they work and the intended business outcomes have been realized. Most transformations reach installation. Far fewer reach implementation. The organization goes live, then gradually reverts to previous behavior, and the projected results never materialize.

Why It Keeps Happening

The failure rate persists because organizations continue improving at installation while making little progress on implementation. Each cycle brings more capable technology, tighter project management, and more communication – nearly all of it oriented toward the go-live date. Comparatively little attention is directed at what follows. Sustained sponsorship, reinforcement, and readiness are the factors that determine whether AI adoption holds over time, and they are consistently the factors left unmanaged.

Ann Marvin, Chief of AI Tools at IMA Worldwide, addresses the pattern directly. “Everyone already knows the number. The reason it has not changed is that we keep solving the wrong half of the problem,” said Ann Marvin. “We optimize the launch and under-invest in adoption. Communication announces a change. It does not create one.”

What AIM Addresses

Don Harrison developed the Accelerating Implementation Methodology in 1989, drawing on more than 40 years of implementation field research. AIM targets the implementation gap directly: the six non-delegable leadership tasks that effective sponsorship requires, the Express, Model, Reinforce sequence in which reinforcement carries roughly three times the weight of communication, and target readiness treated as measurable data rather than resistance to be managed around. Without reinforcement, adoption typically fades within approximately 90 days of go-live. AIM is structured to sustain new behavior past that threshold.

That same framework applies directly to change management for AI, where the implementation gap is currently widening at the fastest pace. Enterprises are deploying AI tools at scale, but usage is not the same as adoption, and installation is not the same as implementation. The structured approach that closes the gap for large-scale organizational change applies equally to AI change management initiatives.

About IMA Worldwide

IMA Worldwide is an organizational change management firm offering structured methodologies and consulting services to help enterprises successfully implement complex initiatives. Its Accelerating Implementation Methodology, developed by Don Harrison, is grounded in more than 40 years of research into the human factors that determine whether organizational change succeeds or fails. Learn more about IMA Worldwide and the AIM methodology.