Adoption & Organizational Change

The Product Impact Podcast on why AI adoption actually fails — and the behavioral, organizational, and cultural work that makes it stick.

Hint: the problem is rarely the technology.

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The Position

The data is consistent and damning. MIT found that 95% of enterprise GenAI investments show zero measurable financial return. Forrester projects 25% of planned 2026 AI budgets will be deferred to 2027. 42% of companies scrapped the majority of their AI initiatives last year. And yet the products work — Copilot, Rovo, Glean, Harvey, Einstein, Claude, ChatGPT all function as advertised when used.

The gap between deployment and value is the behavioral layer — the moment-level decisions employees make about whether to integrate AI into their workflow. That layer is where most adoption strategies fail because most adoption strategies don't even observe it.

The Product Impact Podcast's position on adoption:

• Adoption is a behavioral problem, not a technology problem. Training, licenses, and dashboards don't move adoption numbers. Peer influence, visible success, and workflow redesign do.
• The champions trap is real. Early adopter enthusiasm hides the fact that the rest of the organization never changed. Your pilot metrics are lying to you about production readiness.
• The median pull is the invisible cost. Heavy AI use is converging people's thinking. Teams that look productive may be losing the cognitive diversity that produces breakthroughs.
• Adoption is measurable — but not by utilization. Login rates, feature adoption, and session counts measure exposure, not integration. The real signal is whether anything about how people work has actually changed.

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• Cognitive Sovereignty — The ability to remain the author of your own thinking when AI is in the loop. The framework for telling productive adoption from passive consumption.
• The Median Pull — How AI tools cause their users' work to converge. The most underrated risk in any large AI rollout.

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• Helen Edwards — Co-founder, Artificiality Institute (S02E05)
• Dave Edwards — Co-founder, Artificiality Institute (S02E05)

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"AI was pulling everyone into a median position, into a common position. So there's less exploration that happens when we use AI. People are becoming more like each other. They sound like each other. They sound like the models."

— Helen Edwards, S02E05

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• AI Product Strategy — Strategy decisions that determine whether adoption is even possible
• Governance, Risk & Trust — The accountability layer adoption depends on
• Evaluation & Benchmarking — How to measure whether adoption actually delivered value