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Datadog LLM Observability

Monitor, troubleshoot, and evaluate your LLM-powered applications.

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Overview

Datadog LLM Observability is a solution within the broader Datadog platform that provides deep visibility into LLM-powered applications. It allows teams to trace the entire lifecycle of an LLM request, monitor performance metrics like latency and token usage, evaluate the quality and safety of LLM responses, and correlate this data with infrastructure and application metrics.

✨ Key Features

  • End-to-end tracing of LLM chains and agents
  • Performance monitoring (latency, token usage, cost)
  • LLM response quality and security evaluations
  • Prompt and response clustering for drift detection
  • Correlation with APM, infrastructure, and log data
  • PII and sensitive data scanning
  • Prompt injection detection

🎯 Key Differentiators

  • Unified platform for full-stack observability (infra, APM, logs, LLM)
  • Deep integration with the extensive Datadog ecosystem
  • Enterprise-grade security and compliance

Unique Value: Provides a single pane of glass for monitoring the entire application stack, including the LLM, allowing for unparalleled correlation and root cause analysis.

🎯 Use Cases (5)

Debugging complex LLM chains and agents Optimizing LLM performance and cost Ensuring the quality and safety of LLM outputs Monitoring for hallucinations and data leakage Understanding the impact of LLMs on overall application performance

✅ Best For

  • Enterprise-scale monitoring of LLM applications
  • Correlating LLM performance with backend service and infrastructure health
  • Identifying and resolving LLM-related production issues

💡 Check With Vendor

Verify these considerations match your specific requirements:

  • Small teams or individuals not already invested in the Datadog ecosystem
  • Users looking for a standalone, free, or open-source LLM observability tool

🏆 Alternatives

New Relic Dynatrace Arize AI Langfuse

Unlike standalone LLM tools, it connects model performance to underlying infrastructure and application health. Compared to other APM tools, it has a more dedicated and feature-rich LLM observability solution.

💻 Platforms

Web API

🔌 Integrations

OpenAI Anthropic LangChain LlamaIndex Amazon Bedrock Google Vertex AI Azure OpenAI Kubernetes AWS GCP Azure

🛟 Support Options

  • ✓ Email Support
  • ✓ Live Chat
  • ✓ Phone Support
  • ✓ Dedicated Support (Varies tier)

🔒 Compliance & Security

✓ SOC 2 ✓ HIPAA ✓ BAA Available ✓ GDPR ✓ ISO 27001 ✓ SSO ✓ SOC 2 Type II ✓ ISO 27001 ✓ PCI DSS ✓ FedRAMP

💰 Pricing

Contact for pricing

✓ 14-day free trial

Visit Datadog LLM Observability Website →