MODEL SERVINGENTERPRISE AI ARCHITECTURE

Managed Model API Architecture

Managed model APIs outsource inference infrastructure while applications retain responsibility for routing, data policy, quality and fallback.

WHY IT MATTERS

Managed does not mean operationally invisible.

ENTERPRISE EXAMPLE

The enterprise gateway abstracts vendor APIs and collects standard telemetry while provider health feeds routing decisions.

ARCHITECTURE DECISION

Which responsibilities remain yours when the provider operates the GPUs?

REMEMBERManaged inference shifts infrastructure ownership, not product accountability.
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