engineering-manager-vertical-ai-products

Structure a vertical AI product squad by aligning domain SMEs, product managers, and engineers separately from horizontal platform teams. This separation ensures domain-focused delivery while platform experts handle shared infrastructure constraints.

Manage backlog prioritization for domain AI features by aligning roadmaps with PMs, GTM strategies, and domain experts. Evaluate items based on vertical delivery value, platform dependencies, and cross-functional stakeholder requirements.

Set up launch governance for vertical AI products by implementing eval gating, safety controls, and cost monitoring across platform and domain teams. Establish clear escalation paths to handle cross-functional issues during feature launches.

Yes, capacity planning and hiring are core components of vertical AI product team governance. The approach covers capability development, team metrics, and role definition for engineers, PMs, and domain SMEs across domain-focused copilots.

Separate vertical delivery from horizontal platform work to prevent domain-specific roadmap conflicts and ensure dedicated focus on domain copilots. This division enables clearer accountability between vertical feature teams and shared AI infrastructure.

Establish escalation paths connecting vertical squad leads with horizontal AI platform teams, legal, and sales stakeholders. These paths resolve cross-functional conflicts during sprint planning, eval gating, and launch governance for domain AI features.