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Practical insights on variation, data, and improvement.

Behind the Scenes May 23, 2026

Building SHIFT with Claude: AI Did the Research, the Website, and the Simulator

How I used Claude to research AI's impact on knowledge work, build korvataanko.fi (SHIFT), and craft an interactive claims-processing simulator — start to finish.

Variation Scouting January 8, 2026

What Is Variation Scouting?

Variation shows where to improve. Averages make it harder to see. Here's why I started this series and what I'm trying to find out.