THE COMPARISON / A CLOSER LOOK

Helicone vs LangSmith

Compare the listed plans, useful capabilities, and practical tradeoffs.

Prices and features reflect editorial records. Check vendor terms before you buy; documentary checks do not imply hands-on testing.

Helicone

🔴Developer

AI Monitoring

Open-source LLM observability and gateway platform offering one-line integration, request logging, prompt management, evals, and a multi-provider proxy.

SOURCE-CHECK COVERAGE

No scoped source-check record shown. Check current pricing and vendor terms before buying.

Starting Price

Free

LangSmith

🔴Developer

LLM Observability

LangSmith helps developers trace, evaluate, test, and monitor applications built with language models and agent workflows.

SOURCE-CHECK COVERAGE

No scoped source-check record shown. Check current pricing and vendor terms before buying.

Starting Price

Free

Feature Comparison

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FeatureHeliconeLangSmith
CategoryAI MonitoringLLM Observability
Pricing Plans4 listed plans1 listed plan
Starting PriceFreeFree
Key Features
  • • Proxy-Based Request Logging
  • • Cost Analytics & Budget Alerts
  • • Gateway-Level Caching
  • • Tracing for any LLM stack via Python/TypeScript SDKs or OpenTelemetry
  • • LLM-as-judge, code-based and pairwise evaluations
  • • Versioned prompts with production A/B traffic splits

The editorial take

Choose Helicone if you want open-source, provider-agnostic observability with simple proxy integration starting at $20/seat/month. Choose LangSmith if you're already invested in the LangChain/LangGraph ecosystem and need tight framework integration with built-in evaluation harnesses. Helicone wins on price transparency and zero-code setup; LangSmith wins on agent debugging depth for LangChain users.

Helicone - Pros & Cons

Pros

  • ✓Truly one-line integration — fastest path to LLM logging in the market
  • ✓Open source under Apache 2.0 with viable self-host story (not just open-core marketing)
  • ✓Generous 10,000-request free tier covers most prototypes and small side projects
  • ✓Gateway + observability in one tool reduces vendor count for small teams
  • ✓Vault feature lets you put provider keys server-side without rewriting the client

Cons

  • ✗Proxy adds 50–200ms latency in some regions versus calling the provider directly
  • ✗Async/log-only mode exists but loses many gateway features (caching, fallback)
  • ✗Trace/session UI is less polished than LangSmith for deeply nested agent runs
  • ✗$79 → $799 jump from Pro to Team is steep if you only need SSO
  • ✗Self-host docs assume Kubernetes/Postgres comfort; not push-button

LangSmith - Pros & Cons

Pros

  • ✓Makes multi-step LLM failures easier to localize than application logs alone
  • ✓Connects production traces, datasets, experiments, and evaluations in one workflow
  • ✓Particularly natural for teams already building with LangChain or LangGraph
  • ✓Supports repeatable release checks instead of subjective prompt spot-testing

Cons

  • ✗Useful evaluations require ongoing dataset curation and carefully designed scoring criteria
  • ✗LLM-as-judge results can be noisy and should not replace expert review for high-risk outputs
  • ✗Captured traces may contain sensitive prompts, documents, and tool results
  • ✗Current pricing and usage limits could not be verified from vendor pages in this environment

Not sure which to pick?

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🔒 Security & Compliance Comparison

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