Usage mapping
The tasks where AI has a real impact for your teams, and those where it does not.
AI/ROI consulting & audit
Before any project, three questions: what does it bring, to whom, and at what risk? I audit your real practices and quantify the return on investment: candidly, with no tool to sell you.

The tasks where AI has a real impact for your teams, and those where it does not.
Time savings, tooling and training costs: a verifiable estimate per use case.
Clear priorities, with risks and obligations (GDPR, AI Act) built in from the start.
I spend time with your teams to understand real processes, not org charts.
Candidate uses, risks, compliance: each avenue is assessed on what it concretely changes.
Gains, costs and timelines estimated case by case, with assumptions in writing.
A readable report and an oral debrief to your decision-makers, with a prioritised roadmap.
Illustrative decision worksheet
A fictional situation showing the questions that come before choosing a tool. It does not describe a client result or measured gains.
Test the simplest option first on a fictional sample. Measure processing time and errors before deciding whether to proceed.
From a few days to a few weeks depending on scope: number of teams, sites and processes to observe. Exact framing happens during the discovery call.
30 minutes · no commitment · video call