Case studies

Case studies from projects I've worked on

How AI modernization actually plays out inside real businesses: where it fits, where it doesn't, and what changes when it's done right. Anonymized write-ups, with the real numbers behind what I found.

Manufacturing AI fit analysis

A manufacturer's order cycle ran 55 to 70 days against an ideal of 25 to 28. Before recommending a single tool, I mapped where those days actually went across 26 processes, two plants, and a full org chart.

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