Centralization creates consistency—and a queue
A central team can concentrate scarce expertise, establish common controls, and reduce duplication. It is useful when capabilities are immature or the organization must first establish a secure technical foundation.
The risk is distance from the work. If every use case competes for the same delivery team, business context is repeatedly transferred through documents and priorities become a central negotiation.
Federation creates context—and coordination costs
Domain-owned teams can understand users, adapt quickly, and maintain ownership after launch. But independent technology choices can create inconsistent controls, duplicated contracts, and products no one can support across the enterprise.
Federation requires shared standards and sufficient capability in each domain. Delegating responsibility without resources is not a federated operating model.
Make the hybrid explicit
Most organizations need a deliberate split. A central platform team can own model access, identity, evaluation infrastructure, and approved integration patterns. Domain squads own outcomes and product decisions within those guardrails.
Document what is mandatory, what is recommended, and where teams can choose. Provide an exception process with an accountable decision maker. Revisit the split as capability matures rather than preserving the first structure indefinitely.
Put the idea to work.
Enterprise AI Squad ModelRelated concepts
References & further reading
These sources provide supporting context. The operating frameworks and recommendations are editorial interpretations, not claims of endorsement.