What we learn putting AI into production.
Short, actionable pieces for the person who owns the operation. Every one starts from a real problem, with something to do on Monday morning.
Five clauses to settle before signing an AI contract.
None of them is technical. All of them decide whether, in two years, you own a company asset or you owe a vendor.
August 2026 · 3 min
Your competitor has the same model you do.
The model is on sale to everyone. What is not on sale is the record of how the work actually gets done inside your company.
July 2026 · 3 minOne real case a month. No loose theory.
What we put into production, what broke, and what you can apply inside your own company.
The cloud bill is auditable line by line. Is yours?
Four moves that cut the AWS bill before any AI project — and one almost nobody asks for: stretching out the payment.
July 2026 · 3 min The pilot worked. So why did it never reach production?
Four questions that separate the pilot that dies from the system that runs. Answer them before you spend one more real.
July 2026 · 3 min
Autonomy is not granted. It is earned on record.
Either everything waits for approval and nobody gains time, or everything goes out alone and the first failure kills the project. The way through is a limit that moves.
July 2026 · 3 min Define the acceptable error before you start.
AI projects do not die from being wrong. They die because nobody agreed how wrong was acceptable — or measured how wrong the current process already is.
June 2026 · 3 min Ask for the price per result. See who accepts.
Charge for access and you get paid either way. Charge for the result and you only get paid if it works. The question separates a supplier from a salesman.
June 2026 · 3 min The bottleneck is not intelligence. It is the mess.
The model is already good enough for your operation. What stalls the project is where your company keeps its information today.
May 2026 · 3 min Your ERP stopped being the center of the company.
The system where the data lives is no longer where the work happens. That changes what you should demand from your next vendor.
May 2026 · 3 min The bill that changes is not software. It is people.
If your cost climbs at the same rate as your revenue, you do not have scale. How to find the line item that is tied to volume.
April 2026 · 3 min Start with what you already outsource.
The first good automation does not replace a person. It replaces an invoice you already pay every month — which is exactly why it gets approved.
April 2026 · 3 min Stop buying tools. Buy the work.
A tool still has to be operated. Finished work arrives done. The difference shows up on the invoice and in who carries the risk.
March 2026 · 3 min