Braintrust vs LangSmith

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

Braintrust

AI Development & Testing

AI observability platform with Loop agent that automatically generates better prompts, scorers, and datasets from production data. Free tier available, Pro at $25/seat/month.

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Starting Price

Free

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

Feature Comparison

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FeatureBraintrustLangSmith
CategoryAI Development & TestingBusiness Analytics
Pricing Plans4 tiers8 tiers
Starting PriceFreeFree
Key Features
  • Workflow Runtime
  • Tool and API Connectivity
  • State and Context Handling
  • Workflow Runtime
  • Tool and API Connectivity
  • State and Context Handling

Braintrust - Pros & Cons

Pros

  • Loop agent automatically generates better prompts from production data — unique differentiator
  • Free tier includes Loop agent for testing before committing
  • Prevents production LLM failures worth $5K-50K each through systematic evaluation
  • Pro at $25/seat pays for itself preventing a single quality incident
  • Integrates with all major LLM providers for unified evaluation

Cons

  • Requires coding skills for setup — non-technical teams will struggle
  • Free tier limited to 2 members and 1K rows, forcing quick upgrade
  • Enterprise pricing opaque, requires sales process
  • Overkill for simple LLM use cases that don't need systematic evaluation

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

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🔒 Security & Compliance Comparison

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