Individual assistant
AI augments a person or a team in a targeted task.
AI and your business
Adopting AI is not about stacking tools.
It is about choosing the right use cases, preparing the organization to absorb them, and turning those choices into durable results.
Companies are not short of AI ideas. They face an overabundance of possibilities. The challenge is not to add more technology, but to decide where AI truly creates value, where it can transform execution, and where humans must remain at the center.
Why leaders need a method
Because the challenge is not to find AI ideas. It is to choose the right ones, discard the weak ones, prepare the organization to execute them, and stay in control once they are deployed.
Three levels of AI use
Augmented process
AI improves or automates an existing process to increase speed, quality or capacity.
Agentic model
AI orchestrates an execution chain and can transform the way an activity itself is carried out.
01 — 07
A method to decide, execute and sustain
Decide
Intent
Why?
define the desired outcome before discussing tools.
Intent
Define why the company wants to adopt AI and what outcome it is seeking.
A clear value proposition.Mapping
Which use cases?
identify and group use cases.
Mapping
Identify use cases and group them by nature, ambition and impact.
An opportunity map.Qualification
Are we ready?
assess data, documents, processes, integrations, organization and responsibilities.
Qualification
Assess the quality of data, documents, processes, integrations and organizational readiness.
A readiness assessment.Filtering
Which use cases should we retain?
discard weak, immature or overly risky cases.
Filtering
Discard weak, immature or overly risky candidates.
A prioritized shortlist.Arbitration
What do we decide?
decide what to launch, defer, protect or stop.
Decide which cases to launch, defer, protect or stop.
An approved portfolio.- Launch
- Defer
- Protect
- Stop
Execute and sustain
Execution
How do we deploy?
steer, test, secure adoption and measure value.
Run the projects, secure adoption, control quality and measure value.
Operational implementation.Industrialization
How do we sustain it?
standardize, supervise, improve and govern.
Establish standards, living governance and a durable improvement capability.
A sustainable capability.
AI is not neutral. Responsibility must remain human.
Automation is not always progress. Some moments should gain speed; others must preserve relationship quality, decision responsibility or control over information. The right question is not only “can we automate?”, but also “should we do it here?”
Abdallah HUNAULT“AI and its uses in business will be what we decide to make of them:
People remain the architects of governance and the safe use of AI, which must remain aligned with a clear, shared business strategy.”