Compare Tools
Pick a category, then select 2–3 tools to compare side by side.
Category
Select 2–3 tools to compare
Grafana
LangfuseLlm Tracing
Cost Tracking
Evaluation
Prompt Management
Real Time Monitoring
Pricing
Free (self-hosted OSS)Free cloud (10k metrics)$29/mo ProCustom Enterprise
Free (self-hosted)Free cloud (50k observations)$59/mo ProCustom Enterprise
Open Source
Self-Hosted
SDK Languages
pythonjavascriptgojava
pythonjavascripttypescript
Frameworks
None listed
langchainllamaindexvercel-aiopenai-agents
Compliance
soc2hipaagdpr
soc2gdpr
Best For
Infrastructure dashboards and alerting — best paired with Prometheus/Loki/Tempo for a fully open-source observability stack
Open-source LLM tracing, prompt management, and evaluation — self-hostable with broad framework support
Limitations
No native LLM tracing; requires additional tooling (Langfuse, OpenTelemetry) for AI-specific observability; steep learning curve for the full LGTM stack
Smaller ecosystem than Datadog; self-hosted requires Postgres + ClickHouse; evaluation features are still maturing
Supported Not supported Unverified