Blog · Field notes from a practicing AI engineering company
Field notes · From a practicing AI engineering company

The Blog.

Essays from inside the work — AI adoption in complex enterprise systems, the gap between pilots and production, and the practice of compounding engineering with AI.

  1. Practice

    The moat in vertical SaaS just moved.

    The leader wins the average. The vertical wins the depth. Three moves the firms outside the top three can use to win the AI race in their category.

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  2. Practice

    Pilots stall, or pilots compound. There isn't a third option.

    The pilot trap isn't a retail problem. Buying better AI doesn't escape it. Replacing the legacy doesn't escape it. Changing the practice does.

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  3. Practice

    Hype rides high. The thirty percent compounds.

    The hammer-nail problem in enterprise AI isn't that the tools are bad. It's that nails are expensive when the customer doesn't see the value. Here's where AI is genuinely step-function — and where the durable 30 to 50% lives.

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