Glossary
What is an AI operating model?
An AI operating model is the way a business organizes itself to create value with AI. It defines how work flows between people and AI, who makes which decisions, how AI use is governed, which skills each role needs, and how results are measured. It turns AI from scattered projects into the normal way of working.
Why an AI operating model matters
Many companies add AI tools to an operating model designed before AI existed. Roles, decision rights and incentives still reward the old way of working, so the tools are used at the edges and the value stays small.
An AI operating model changes the design itself, so AI is part of how decisions are made and work gets done, with clear ownership of the results.
What an AI operating model includes
Pravv looks at six parts when designing an AI operating model with a leadership team.
- Workflows: how work moves between people and AI, end to end.
- Decision rights: who decides, who checks and who is accountable when AI is in the loop.
- Roles and skills: what changes for each role, and the capability it needs.
- Governance: policies, risk controls and how new AI use cases are approved.
- Technology and data: the platforms and data the model depends on.
- Measures: the KPIs that show the model is creating value, tied to a Value Case.
How to start building one
Start with one value stream rather than the whole organization. Redesign it end to end with the people who do the work, prove the value, then use what you learn to set the standards for the rest of the business.
Questions
Questions about AI operating model
Is an AI operating model the same as an AI strategy?
No. An AI strategy decides where AI creates value. An AI operating model decides how the business organizes itself to deliver that value every day.
Do we need a central AI team?
Often a small central team sets standards and shares platforms, while value streams own the work and the results. The right balance depends on your size and how mature your AI use is.
How long does it take to change an operating model?
One value stream can be redesigned and running in 8 to 12 weeks. Scaling the model across a business takes longer and is best done stream by stream.
Let's find your Value Case
A conversation with a senior partner. We'll bring a view of where AI could move your numbers.