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Helicone vs LangSmith: Which is Better in 2026?

Choosing between Helicone and LangSmith comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.

Bottom line: Helicone is our overall pick for API tools workflows. Pick LangSmith if you need AI agents.

··Methodology
Editor reviewed0 verified reviews comparedPricing checked May 2026

Short on time? Here's the quick answer

We've tested both tools. Here's who should pick what:

Helicone

Build reliable AI apps with Helicone: AI Gateway & LLM Observability for debugging, routing, and analysis.

Best for you if:

  • • You need API tools features specifically
  • Routes, debugs, and analyzes AI applications.
  • Offers LLM observability and an AI Gateway.

LangSmith

Debug, monitor, and optimize your LLM applications and AI agents with comprehensive observability.

Best for you if:

  • • You need AI agents features specifically
  • Debug LLM applications with detailed agent tracing.
  • Monitor key business metrics with live dashboards and alerts.
At a Glance
HeliconeHelicone
LangSmithLangSmith
Starts at
$100/monthPro
Free tier + paid plansFree tier available
Best For
API ToolsAI Agents
Rating
--

Choose Helicone or LangSmith?

Helicone

Choose Helicone if

Build reliable AI apps with Helicone: AI Gateway & LLM Observability for debugging, routing, and analysis.

  • LLM observability
  • Request logging
  • Cost tracking
  • Your work is API tools-shaped, not AI agents-shaped
LangSmith

Choose LangSmith if

Debug, monitor, and optimize your LLM applications and AI agents with comprehensive observability.

  • Provides deep visibility into non-deterministic LLM behavior
  • Helps improve application performance and response quality
  • Offers comprehensive monitoring and alerting capabilities
  • Your work is AI agents-shaped, not API tools-shaped
FeatureHeliconeLangSmith
Pricing ModelFreemiumFreemium
User RatingNo ratings yetNo ratings yet
Categories
API ToolsDebugging
AI AgentsDeveloper Tools

In-Depth Analysis

HeliconeHelicone

Build reliable AI apps with Helicone: AI Gateway & LLM Observability for debugging, routing, and analysis.

Strengths

  • +LLM observability
  • +Request logging
  • +Cost tracking
  • +Good for AI apps
  • +Fair pricing

Weaknesses

  • -Newer platform
  • -Limited features
  • -Still maturing
  • -Integration effort
  • -Documentation improving

Key features

LLM observabilityRequest loggingCost trackingLatency monitoringPrompt managementAnalytics
Starts at $100/month

LangSmithLangSmith

Debug, monitor, and optimize your LLM applications and AI agents with comprehensive observability.

Strengths

  • +Provides deep visibility into non-deterministic LLM behavior
  • +Helps improve application performance and response quality
  • +Offers comprehensive monitoring and alerting capabilities
  • +Identifies systemic issues and user needs automatically
  • +Flexible integration with various frameworks and OTel

Weaknesses

  • -Specific pricing details require visiting a separate page
  • -Self-hosting is only available on the enterprise plan
  • -Requires some setup (e.g., environment variables) to get started

Key features

Agent tracing for step-by-step debugging of LLM applicationsLive dashboards for monitoring costs, latency, and response qualityAlerts for critical business metricsAutomatic discovery and clustering of similar conversations (Insights Agent)Support for any framework, including LangChain and LangGraphOpenTelemetry (OTel) support for unified observability
Starts at Free tier + paid plans

Pricing: Helicone vs LangSmith

PlanHeliconeLangSmith
Tier 1
Free
Free
N/A
Tier 2
$100 month
Pro
N/A
Tier 3
custom
Enterprise
N/A

Pricing verified from each vendor's public pricing page. Compare in detail on Helicone pricing and LangSmith pricing.

Who Should Use What?

On a budget?

Both are freemium. Compare plans on their websites.

Go with: Helicone

Want the highest-rated option?

Neither has user reviews yet.

Go with: Helicone

Value user reviews?

Neither has user reviews yet.

Go with: Helicone

3 Questions to Help You Decide

1

What's your budget?

Both are freemium. Pricing won't help you decide here.

2

What's your use case?

Helicone is a API tools tool. LangSmith is in AI agents. Pick the category that matches your needs.

3

How important are ratings?

Neither has user reviews yet.

Key Takeaways

Helicone

  • Free tier available
  • Our pick for this comparison

LangSmith

  • Better fit for AI agents

The Bottom Line

Helicone is our pick.

Frequently Asked Questions

Is Helicone or LangSmith better?

Helicone is rated in our evaluation. Both are freemium.

What are Helicone and LangSmith used for?

Helicone: Build reliable AI apps with Helicone: AI Gateway & LLM Observability for debugging, routing, and analysis.. LangSmith: Debug, monitor, and optimize your LLM applications and AI agents with comprehensive observability..

What does Helicone cost vs LangSmith?

Helicone is freemium (free tier + paid plans). LangSmith is freemium (free tier + paid plans). Visit their websites for detailed pricing.

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