AI strategies fail at transitions between capabilities. Scanning insights that never become experiments. Experiments that never survive governance. Governed tools that never reach prepared users. Identifying which handoff is broken is the fastest path to fixing it.
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Pilot purgatory: the team that builds experiments well doesn't know how to hand them to the team governing production. The experiment succeeds. The governance gate kills it. Understanding which handoff fails is the key.
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Stop debating. Start with 90 days: audit AI usage and establish governance baseline (Days 1-30). Launch two pilots with kill criteria (Days 31-60). Embed measurement and board reporting (Days 61-90).
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Board members asking about AI want three things: risk if we do nothing, risk if we act, how we're governing it. Structure around these three questions and bring data, not borrowed frameworks.
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Deploying AI tools without changing culture is like installing a gym and wondering why nobody gets fitter. The gap between availability and usage is a culture problem, not a technology problem.
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The workshop that changes behavior starts with data. Have every participant complete an assessment before the session. Build the conversation around actual scores. End with 90-day commitments, not vague action items.
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CTO wants to experiment faster. General Counsel wants tighter governance. CHRO wants workforce preparation. They're prioritizing different capabilities without a shared framework. Name the conflict, and it resolves.
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Effective AI policies are co-created with practitioners, written in plain language, focused on practical scenarios, and enforced through workflow integration — not annual sign-offs.
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Most AI risk registers are created once and forgotten. A living register organizes risk across four areas: what you're not scanning for, where pivots will fail, governance gaps, and workforce deficits.
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Your employees are using ChatGPT, Copilot, Claude for work — entering customer data, drafting contracts — without governance. Banning doesn't work. The only path: structured transition from shadow to sanctioned.
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