Build observability for scalable AI apps and agents selling through Microsoft Marketplace

Discover how to design observability for AI apps and agents selling through Microsoft Marketplace. This Marketplace Community article explains why visibility into execution behavior is essential for operating AI systems confidently at scale—not just keeping them running.

As AI apps and agents reason, branch, retry, and exit dynamically at runtime, traditional infrastructure metrics fall short. Behavioral signals such as execution flow, token usage, latency, and failure patterns help explain what systems are doing, why outcomes occur, and how limits and safeguards shape behavior across tenants and environments.

Learn how observability turns runtime telemetry into clarity that supports customer trust, usage‑based billing, and scalable operations.
Read more: Design observability for AI apps and agents selling through Microsoft Marketplace