§ ai tools · 2025
test plan generator
Risk-based test plans generated from DSM spreadsheets — Claude does the reading.
Generates risk-based testing plans and vehicle reference guides from design specification matrix (DSM) Excel files using the Claude API. Automotive spec documents are dense, repetitive, and exactly the kind of reading machines should do.
Full case study in progress — artifacts pending clearance or writing time. The insight below is already earned.
Parse the structure once, then let the model reason over structure — the same rule as the velocity dashboard, in a different domain.
the insightran onPython · Flask · Claude API · production on AWS