Keywords AI

Datadog LLM vs Sentry

Compare Datadog LLM and Sentry side by side. Both are tools in the Observability, Prompts & Evals category.

Quick Comparison

Datadog LLM
Datadog LLM
Sentry
Sentry
CategoryObservability, Prompts & EvalsObservability, Prompts & Evals
PricingEnterprise
Best ForEnterprise teams already using Datadog who want to add LLM monitoring
Websitedatadoghq.comsentry.io
Key Features
  • LLM monitoring within Datadog platform
  • Unified APM + LLM observability
  • Automatic instrumentation
  • Cost and token tracking
  • Integration with existing Datadog dashboards
Use Cases
  • Unified monitoring for AI and traditional services
  • Enterprise LLM monitoring at scale
  • Correlating LLM performance with infrastructure
  • Compliance and audit logging
  • Large-scale production monitoring

When to Choose Datadog LLM vs Sentry

Datadog LLM
Choose Datadog LLM if you need
  • Unified monitoring for AI and traditional services
  • Enterprise LLM monitoring at scale
  • Correlating LLM performance with infrastructure
Pricing: Enterprise

About Datadog LLM

Datadog's LLM Observability extends its industry-leading APM platform to AI applications. It provides end-to-end tracing from LLM calls to infrastructure metrics, prompt and completion tracking, cost analysis, and quality evaluation—all integrated with Datadog's existing monitoring, logging, and alerting stack. Ideal for enterprises already using Datadog who want unified observability across traditional and AI workloads.

About Sentry

Sentry provides runtime error monitoring and performance observability for AI applications. Its LLM monitoring capabilities track model calls, token usage, and latency alongside traditional error tracking. Sentry helps teams catch and debug issues in production AI pipelines with detailed stack traces and context.

What is Observability, Prompts & Evals?

Tools for monitoring LLM applications in production, managing and versioning prompts, and evaluating model outputs. Includes tracing, logging, cost tracking, prompt engineering platforms, automated evaluation frameworks, and human annotation workflows.

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