Skip to content

Comet ML vs LangSmith: Pricing and Ratings Compared (2026)

Entry prices and free plans as read on each vendor's pricing page, and user ratings as published on review sites, for Comet ML and LangSmith side by side. This page compares data; it is not a hands-on review.

On the data: On the data below, Comet ML leads on lower entry price; LangSmith leads on a free plan. We do not name an overall winner for this pair.

Data comparison compiled by Toolradar, not hand-reviewed Methodology
Data comparison 26 user reviews compared Pricing checked Nov 11, 2026

Short on time? Here's the quick answer

Based on published vendor pricing and features and on public review data, here's who should pick what:

Comet ML

Machine learning experiment tracking platform

LangSmith

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

Best for you if:

  • • You want a free tier before you commit
At a glance: Comet ML vs LangSmith
At a Glance
Comet ML Comet ML
LangSmith LangSmith
Starts at
From $19/user/mo, billed monthly Pro plan
Free plan, paid from $39/seat/mo, billed monthly Plus plan
Category
Analytics Developer Tools
AI Agents Developer Tools
Rating
4.3/5 G2 4.3 26 reviews n/a
Free plan
No Yes
Watch out for
Overage fees for training hours on Pro tier Traces over the included 5k/10k are pay-as-you-go. Seats are only the floor.

Choose Comet ML or LangSmith?

Comet ML

Choose Comet ML if

  • Budget matters ($19/user/mo, billed monthly vs $39/seat/mo, billed monthly)
LangSmith

Choose LangSmith if

  • You want a free tier before you commit
  • You want a tool that provides deep visibility into non-deterministic LLM behavior
  • You want a tool that helps improve application performance and response quality

In-Depth Analysis

Comet ML Comet ML

Machine learning experiment tracking platform

Good value

Comet ML's pricing is quite generous, especially with a robust Free tier offering 100GB storage and core tracking.

Watch out

Overage fees for training hours on Pro tier

Strengths

  • Pro: Experiment tracking
  • Pro: Model production monitoring
  • Pro: Good visualizations
  • Pro: Fair pricing
  • Pro: LLM support

Weaknesses

  • Con: Less known
  • Con: Smaller community
  • Con: Some features basic
  • Con: Documentation gaps
  • Con: Integration limitations

Key features

Experiment tracking Model registry Visualization Collaboration LLM debugging Enterprise

LangSmith LangSmith

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

Good value

LangSmith Developer is $0 for one seat and 5,000 base traces/month.

Watch out

Traces over the included 5k/10k are pay-as-you-go. Seats are only the floor.

Strengths

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

Weaknesses

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

Key features

Agent tracing for step-by-step debugging of LLM applications Live dashboards for monitoring costs, latency, and response quality Alerts for critical business metrics Automatic discovery and clustering of similar conversations (Insights Agent) Support for any framework, including LangChain and LangGraph OpenTelemetry (OTel) support for unified observability

Plans and prices: Comet ML vs LangSmith

Plans and prices of Comet ML and LangSmith, as read on each vendor's pricing page. Each plan keeps its own billing unit.
Tool Plans and prices Source
Comet ML
  • Free: Usage-based, one-time or minimum-commitment pricing
  • Pro: $19/user/mo, billed monthly
  • Enterprise: Custom pricing
comet.com/pricing read Oct 4, 2026
LangSmith
  • Developer: Free
  • Plus: $39/seat/mo, billed monthly
  • Enterprise: Custom pricing
langchain.com/pricing read Nov 11, 2026

Prices as read on each vendor's own pricing page on the date shown. Plans are listed per tool and are not matched against the other tool's plans: a plan name or price in one column says nothing about the same row in the other. Details on Comet ML pricing and LangSmith pricing.

Key Takeaways

Comet ML

  • Lower entry price: $19/user/mo, billed monthly vs $39/seat/mo, billed monthly

LangSmith

  • Has a free plan

What the data shows

On the data below, Comet ML leads on lower entry price; LangSmith leads on a free plan. We do not name an overall winner for this pair.

  • Only Comet ML has a published user rating (4.3/5 from 26 reviews); LangSmith has none we can show.
  • Comet ML has the lower entry price: $19/user/mo, billed monthly (Pro) against $39/seat/mo, billed monthly (Plus) for LangSmith.
  • Only LangSmith has a free plan.

Criteria: user rating (only above 20 reviews on both sides, gap of 0.2 or more), entry price (only on the same billing basis), free plan. How we rate

Frequently Asked Questions

How do Comet ML and LangSmith compare in 2026?

On the data below, Comet ML leads on lower entry price; LangSmith leads on a free plan. We do not name an overall winner for this pair. Only Comet ML has a published user rating (4.3/5 from 26 reviews); LangSmith has none we can show. Comet ML has the lower entry price: $19/user/mo, billed monthly (Pro) against $39/seat/mo, billed monthly (Plus) for LangSmith. Only LangSmith has a free plan.

What are Comet ML and LangSmith used for?

Comet ML: Machine learning experiment tracking platform. LangSmith: Debug, monitor, and optimize your LLM applications and AI agents with comprehensive observability.

What does Comet ML cost vs LangSmith?

Comet ML's cheapest paid plan is Pro at $19/user/mo, billed monthly. LangSmith's cheapest paid plan is Plus at $39/seat/mo, billed monthly; it also has a free plan. Prices read on the vendors' pricing pages, latest check Nov 11, 2026.

What's the main difference between Comet ML and LangSmith?

Comet ML's main strength: experiment tracking. LangSmith's main strength: provides deep visibility into non-deterministic LLM behavior.

Spotted an outdated price or a wrong fact? Suggest a correction: we check it against the vendor's own page. Work for one of these vendors? Claim your listing to update it yourself.

Related Comparisons & Resources

Compare other tools