The question I get most about AI-Native Teams is a short one: where did the Scrum Master go?
The answer sits inside the Domain Expert capability. And it’s a better answer than most people expect.
What the Domain Expert capability does
The Domain Expert brings the specialized customer, operational or business context that turns a general AI proposal into something that fits your situation. They also guide key flow and product decisions.
A clinician on a healthcare team. A compliance specialist on a banking team. Whoever knows this particular context deeply.
Why AI makes this capability more important
AI is very good at general answers. It knows what a typical claims process looks like, or a typical onboarding flow. It does not know your regulator, your customers, or the three exceptions your operations team handles every Friday.
That gap is where the Domain Expert works. In the Intent, Specifications and Context model, Context is the layer that tells a specification what it must be tested against. Without real domain context, a team can build something that satisfies the spec and fails in the real world.
So where did the Scrum Master go?
Scrum Masters and Team Coaches are domain experts too. Their domain is coaching, team building and workflow improvement — and for many teams, they are the domain experts on exactly that.
That matters more in an AI-Native Team, not less. These teams run a flow-based rhythm of Align, Sense and Respond, and Respond is where the team adjusts its workflows based on what it learned. Building and improving AI-empowered workflows is new territory for most teams. Someone has to help them do it well.
The framework also names Scrum Masters and Team Coaches among the strongest candidates for the new AI Value Architect role, which coaches AI adoption and unlocks value from the tools teams already have. For many, that is the natural next step.
The title may change. The skill doesn’t disappear. It becomes one of the four capabilities the team depends on.
Three questions for your teams
1. Who on each team knows the customer or operational context deeply enough to catch what AI gets wrong?
2. Who helps the team improve its workflows — and do they have time for it?
3. What’s the plan for our Scrum Masters and Team Coaches: domain expert, AI Value Architect, or both?
This is one of four pieces on the capabilities of an AI-Native Team: Product, Builder, Domain Expert and AI.
The world has changed. The leaders who notice will be the ones the next decade is built around. I write on Thursdays at agile-agilist.com.
Sources
- Scaled Agile, Inc. — AI-Native SAFe framework guidance: AI-Native Teams, AI Value Architect, Intent, Specifications and Context
