AI transformation in business is not something you improvise.

I am not a data scientist and I don't pretend to be. I have 27 years of operational experience in product, data, and digital transformation. My job: identify the right use cases, deploy with teams, measure impact, and drive lasting adoption. I build real AI products in production today.

A consulting firm hands you an 80-page report and leaves. I deploy with your teams, in your tools, on your real processes. I don't leave when the document is delivered; I leave when the process runs without me. And you get a single senior point of contact, not a junior supervised by a partner you'll never meet.

Yes. It's actually the most common profile. Organizations of this size gain quickly: less friction, fast decisions, visible ROI within weeks. AI is not reserved for large corporations. The real differentiator is not size, it's the willingness to prioritize and execute.

Each engagement is scoped to your context and objectives. Start with a free 30-minute diagnostic: we assess your situation, identify your priority levers, and I give you a personalized estimate. No commitment.

I'll tell you clearly. My interest is not to sell an engagement that won't create value. The 30-minute diagnostic is precisely for that: qualifying the real need before committing. Sometimes the right answer is 'not now,' or 'start by structuring your data first.'

Bordeaux is my base. I work across France, Europe, and the MENA region (Dubai, UAE), on-site or remote depending on your needs.

Initial diagnostic: 30 minutes. First use case deployment: 4 to 6 weeks. Full multi-department transformation: 3 to 6 months depending on complexity. The goal is not to stay long; it's to make you autonomous as quickly as possible.

Shadow AI is when your employees use ChatGPT, Claude, Copilot, or other AI tools with their personal accounts, without any framework, governance, or IT awareness. In SMBs and mid-sized companies, 40 to 60% of real AI usage happens under the radar. The risk: sensitive data going to uncontrolled servers, zero traceability, and dependency building without control.

Don't start with technology. Start with ONE painful process. A real one. Identified by the business, not by IT. We map it together, estimate the potential impact, choose the right tool, deploy, measure. One successful process is worth more than ten POCs that never scale.

Sales is often the best entry point: fast ROI, less sensitive data than HR/finance, direct impact on revenue. Finance and HR come in a second wave, once governance is in place. Customer support and operations are also excellent candidates for quick wins.

No. Copilot is a powerful option if you're already in the Microsoft 365 ecosystem. But sovereign alternatives exist (Mistral on European cloud), open source solutions, and hybrid approaches. The right tool depends on your maturity, data, sovereignty constraints, and budget. That's what we evaluate together during the diagnostic.