Insight

Useful questions before you build.

Notes for owners and operations leads. Start with the work, check the economics and give the system a clear boundary.

An AI audit should end in a spending decision.

A list of tools is easy to produce. A useful audit tells you which work is worth changing, what it might cost and what you need to know before committing.

Some jobs need an agent. Many need a better workflow.

Start with how much judgment the task needs. The right architecture follows the work, even when the simpler answer is less interesting to demonstrate.

An approval button needs a job too.

Human review helps when someone knows what they are approving. A queue full of unexplained outputs can move the risk around without reducing it.