Notes on Transaction-led Learning

A good early workflow should do three things at once.

First, it should solve a real problem for a customer. Second, it should build trust through execution. Third, it should produce structured learning that can be reused later.

This is why the first categories matter. The wrong categories produce complexity without compounding. The right categories create repeatable patterns, supplier intelligence, quote benchmarks, and clearer operating playbooks.