AI ADVISORY FOR HUMANISTS
Your team asks if it works. Your vendors ask if
you'll buy. Your board asks what it costs.
What to do first, in what order, and why. That question is
yours alone, and nobody in the room is allowed to admit they
can't answer it. So they sell you tools instead.
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The question
The problem
You're doing more of the exact thing that isn't moving you, and you can feel it. You understand AI well enough - what's missing is the sequence. The silence gets filled with tools.
Pilots are cheap to start and expensive to repeat.
What the board actually needs is an order of play, one
decision funding the next, each proven on your own
operations before it scales.
The advisory
A working demonstration of AI on your data and your processes - in plain language. No charge.
An audit, delivered as a business proposal and a roadmap - the order to do things in, and why.
An ongoing engagement - strategy, prototypes, and the systems that do the work - while your team keep the decisions.
Proof, then progress.

What you get
A working system, running on your data, before you've paid or committed to anything.
You leave with a clear picture of what AI can do for your business.
Stress-tested before a single recommendation is made.
You leave with a sequenced roadmap and a concrete plan for phase one.
Built to be handed over, not rented.
You leave with an AI agenda your team owns and runs.
Every system we build is yours - your infrastructure,
your data, your keys. Documented and portable. If we
leave, it stays.
And "done" means one thing: your team
runs it without us, written into the engagement.
Who this is for
One engagement running since 2024: a fast-growing
executive-search firm, from candidate search to
AI-assisted management offers.
A second engagement we can't talk about yet for a large construction firm.
And the proof you can open right now: this firm itself runs
on four AI agents and one human - the method is public,
failures included.
About
Twenty years of translating technology.
Pierre Alexandre Schembri - ENSERG graduate. Taught retirees their first computer, led a 15-person software house shipping secure systems for Orange and EDF and now teaching AI at Grenoble INP.
Working prototypes, run long enough to see what breaks.
Research-grade documentation you can actually use.
No reseller margins, no platform to keep happy.
The person in the demo is the person doing the work.

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