References
Structured adoption in a demanding environment.
One documented client case, presented without extending outcomes beyond what was actually delivered.
AI adoption program
VINCI Energies
Context
An international legal department, different practices and maturity levels, a regulated corporate environment, and a program delivered in French and English.
Challenge
Create a shared framework, advance usage in real work and give the sponsor concrete control points throughout deployment.
6
months of structured program
3
adoption phases delivered
20+
professionals onboarded
FR / EN
bilingual program
Program delivered
- 01
Diagnosis and framing
Assessment of maturity, usage and constraints, followed by definition of the program trajectory.
- 02
Governance and deployment
Clarification of the framework, phased progression and support for the professionals involved.
- 03
Capability building and checkpoints
Contextualized sessions, guided practice and usage reviews to adjust the next steps.
What this case shows
Program design matters as much as the tool.
Business context shapes adoption
Use cases, examples and rules need to match the teams’ everyday work.
Governance supports deployment
The decision framework and usage progress together, with explicit accountability.
Checkpoints create control
Regular usage measurement allows the program to adjust before every new sequence.
Does your context require the same level of structure?
We can start from your current program, its constraints and its next decision point.