Enterprise and commercial
AI strategy, transformation and operating models
This family covers the work of redesigning how an organisation runs once AI is part of it: who decides, who does what, and where people and automation hand over. AI companies need it to turn capability into outcomes customers can see.
Buying or building AI is now the easy part. Changing how work gets done is slower, and adoption does not automatically make a business more productive. Companies want people who can tie change to measurable results. The tricky part is that titles vary and the skills are spread across strategy, operations and technology. Strong candidates have seen change land inside real teams, and can say honestly where it did not help.
Roles in this family
4 roles
Where the people come from
Strategy, operations, organisational transformation or technology leadership
Not to be confused with. AI adoption is not automatically a net productivity gain.
Core skills
Where it is used
Routes in and out
People move on to
- AI solution delivery, consulting and architectureAdd system architecture, evaluation and implementation controls
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