My Frameworks &
AI Strategies

AI is moving faster than most organizations can absorb it. These are my working notes, frameworks, observations, and hard-won lessons from integrating AI into real research functions at scale.

New here? Start with these

Three frameworks that build on each other: what to trust AI with, how to open research up to more people safely, and when to hand off decisions.

  1. Reliability

    The AI Reliability Spectrum

    There is a push-pull relationship with AI capabilities and trust, and the line we walk in exploring that ideal.

  2. Democratization

    AI Research Democratization

    AI makes research more accessible to non-research teams than ever, and more dangerous. The enemy isn't AI, it's complacency.

  3. Delegation

    6 Strategic Keys to Agentic AI

    Knowing AI well enough to know when to hand off your decisions, and more importantly, when not to.

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UX Research Director · Head of Research · AI Strategy, remote or relocating

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