approach
From business case to production.
Four stages. Each one ends in something you can see and judge, and you can stop after any of them and keep what was built.
01
Find the real case
We start from a process your team runs today and a number that matters: hours, errors, lead time. If AI will not move that number, I say so early.
you getA short list of use cases ranked by value and risk, with a recommendation.
02
Prove it on your data
One use case, built as a thin working slice on your real data and put in front of the people who will use it.
you getA working pilot and a before and after comparison you can show stakeholders.
03
Harden for production
Rules in code, a person approving where mistakes are expensive, monitoring, tests and a security review before it reaches everyone.
you getA system that runs safely with real users and tells you when something goes wrong.
04
Hand over
Documentation, walkthroughs and pairing so your team owns it. I stay available, but you do not need me to keep it running.
you getCode, docs and knowledge in your hands.
principles
What does not change between projects.
People approve, AI proposesAgents draft and suggest. Anything that moves money, stock or data waits for a person.
Rules in codeThe rules that matter live in software and tests, not only in a prompt.
Measured, not assumedEvery feature is judged against the process it replaces.
Only what you needNo native app when a PWA will do. No platform when a workflow will do.
the next one could be yoursHave a process in mind?
Talk about your workflow