Datadog LLM Observability
Extension of Datadog monitoring for end-to-end AI agent tracing with automatic cost calculation, infrastructure cost correlation, and dedicated agent monitoring console.
Datadog LLM Observability uniquely correlates LLM token costs with underlying infrastructure costs (compute, memory, network), giving teams a complete picture of what each agent workflow actually costs end-to-end. The dedicated AI Agents Console, introduced in 2025, provides multi-provider cost tracking and trace visualization purpose-built for agentic architectures. For organizations already using Datadog for application monitoring, this extension adds AI cost observability without requiring a separate vendor, making it relevant for enterprise FinOps practices that span both traditional cloud and AI spend.