LangSmith vs Arize Phoenix

Detailed side-by-side comparison to help you choose the right tool

LangSmith

🔴Developer

Business Analytics

LangSmith lets you trace, analyze, and evaluate LLM applications and agents with deep observability into every model call, chain step, and tool invocation.

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Starting Price

Free

Arize Phoenix

🔴Developer

Business Analytics

Open-source LLM observability and evaluation platform built on OpenTelemetry. Self-host for free with comprehensive tracing, experimentation, and quality assessment for AI applications.

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Starting Price

Free

Feature Comparison

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FeatureLangSmithArize Phoenix
CategoryBusiness AnalyticsBusiness Analytics
Pricing Plans8 tiers4 tiers
Starting PriceFreeFree
Key Features
  • Workflow Runtime
  • Tool and API Connectivity
  • State and Context Handling
  • LLM Tracing & Observability
  • Evaluation Framework
  • Experiment Management

LangSmith - Pros & Cons

Pros

  • Comprehensive observability with detailed trace visualization
  • Native MCP support for universal agent tool deployment
  • Generous free tier for individual developers and small projects
  • No-code Agent Builder reduces technical barriers
  • Managed deployment infrastructure with production-ready scaling
  • Strong integration with entire LangChain ecosystem

Cons

  • Primarily designed for LangChain applications (limited framework support)
  • Steep pricing jump from Plus to Enterprise tier
  • Pay-as-you-go model can become expensive for high-volume applications
  • Enterprise features require annual contracts
  • 14-day retention on base traces may be insufficient for some use cases

Arize Phoenix - Pros & Cons

Pros

  • Completely free and open-source with no feature restrictions or per-trace pricing
  • Built on OpenTelemetry standards ensuring vendor neutrality and infrastructure compatibility
  • Deep analytical capabilities including embedding visualization and drift detection
  • Self-hosted deployment provides complete data ownership and privacy control
  • Comprehensive evaluation framework with custom metrics and automated quality gates
  • Active development community with over 9,000 GitHub stars and regular feature releases

Cons

  • Requires significant DevOps expertise for production deployment and maintenance
  • User interface is functional but less polished than commercial alternatives
  • No built-in alerting capabilities requiring external integration for production monitoring
  • Steeper learning curve without guided onboarding or dedicated customer support
  • Documentation gaps for advanced features may require source code examination

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🔒 Security & Compliance Comparison

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Security FeatureLangSmithArize Phoenix
SOC2✅ Yes❌ No
GDPR✅ Yes✅ Yes
HIPAA
SSO✅ Yes✅ Yes
Self-Hosted🔀 Hybrid✅ Yes
On-Prem✅ Yes✅ Yes
RBAC✅ Yes✅ Yes
Audit Log✅ Yes❌ No
Open Source❌ No✅ Yes
API Key Auth✅ Yes✅ Yes
Encryption at Rest✅ Yes✅ Yes
Encryption in Transit✅ Yes✅ Yes
Data ResidencyUS, EUAvailable
Data Retentionconfigurableconfigurable
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