Jose Mugaburu
I build AI systems that survive real work for companies growing faster than the way they operate.
I build things.
I don't just advise.
I build the systems behind the work: intake, approvals, follow-up, reporting, and the AI that sits inside them. The test is simple. Is the business easier to run after the demo is over?
My background is in CI/CD, platform engineering, and technical leadership. I spent about 15 years learning what happens when software meets real operating pressure. If nobody owns the exceptions, the system is not finished.
I also buy businesses. That changes what I look for. A good demo is not enough. The system has to hold up on an ordinary Tuesday when the input is messy and the person who built it is not in the room.
Most AI work starts too close to the tool. I start with the work.
AI is not the point.
The work has to run better.
A tool is useful only when it removes a real delay, improves a real decision, or keeps a repeated task from landing on the same person again.
Watch the process as it actually happens.
Start with the request, then follow every approval, spreadsheet edit, exception, and decision until the work is finished.
Name the delay, rework, or bad decision.
A useful target shows up often enough to matter and costs more than the system required to fix it.
Use the least complicated fix that holds up.
Sometimes that is an agent. Often it is a form, a queue, one integration, or a short script. Some work should stay manual.
Decide who watches it when the happy path breaks.
Name the person, the exception path, and the number that will tell you whether the change made the work better.
Field notes from
the work.
Short, dated arguments about AI systems, process ownership, and the parts of the job that break after the demo.
View all notes →The AI
Opportunity Map.
If the thinking here matches how you want to run your business, the Opportunity Map is the next step. We follow the work from request to result, decide where AI belongs, and put the useful changes in order.
Learn more →