Name the work before naming the tool
Start with the recurring decision, document, conversation, or workflow. If the work is not visible, the tool choice becomes theatre.
AI adoption framework for CXOs and managers
AI adoption begins when the work is named clearly.
Most organisations do not need one more list of tools. They need a way to decide where GenAI should enter work, who will own the change, what employees must practise, and how managers will review the output after the session.
What is an AI adoption framework?
An AI adoption framework is a decision surface for CXOs and managers who need to move from AI interest to changed organisational work. It begins by naming the recurring workflow, decision, document, or conversation that should improve. It then checks whether the work has business value, a clear owner, accessible data, reviewable output, manageable risk, and a team that can change its routine. The framework also asks what employees must practise and what managers must inspect. The test is not tool usage. The test is whether AI-assisted work can be trusted, reviewed, and improved without creating hidden accountability gaps.
The first four decisions
The framework is deliberately practical. It is built for organisations that have already heard the AI promise and now need to choose defensible work.
Read the stalled pilot early
Ask why earlier AI efforts stalled. The answer is often ownership, review, trust, or managerial routine, not model quality.
Choose work by readiness
A useful first use case has business value, reviewable output, a clear owner, manageable risk, and a team that can change its routine.
Make review part of the work
Employees need work-like practice, but managers need a way to inspect AI-assisted output. Adoption fails when the review habit is missing.
Working artifacts
Four working artifacts.
A useful framework should stay in the room after the session. Treat the map as the working sheet; the other artifacts are companion checks for failed pilots, use-case selection, and follow-up.
Start with the workflow in front of you.
For programme inquiries, share the audience, function, cohort size, and the business problem you want the adoption effort to solve.
Email Dr. Shiva Kakkar