Tests, release verification, benchmarks, and governed AI workflows.

How to Verify an AI Update Before Changing a Money or Business Workflow
A ten-check release-verification method applied to the current OpenAI tool documentation, with a stop/go decision tree.

Agentic AI for Money and Business: What It Can Do and What Still Needs a Human
An 18-task capability and risk matrix that separates automatable preparation from consequential approval.

A Reproducible Benchmark for Testing AI on Financial Questions
Thirty synthetic questions, a fixed rubric, and a scored result that rewards correct caution as well as arithmetic.