Design and build the hosting golden path for internal AI applications, bots, and agents, including long-running workflows, scheduled jobs, and agent execution.Build model routing across frontier and lower-cost models based on cost, capability, and policy with a complete audit trail.Develop observability, usage analytics, audit logging, and per-team cost attribution for company-wide