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LangSmith vs Prometheus Comparison

Last updated:

LangSmith

4.5(310 reviews)

Starting at Free free

  • Small Business
  • Mid-Market

LangSmith is the LLMOps observability and evaluation platform built by LangChain for teams developing production LLM applications. It provides tracing, debugging, and evaluation for any LLM application — not just LangCha…

Prometheus

4.6(31 reviews)

Starting at Contact for pricing

  • Large Enterprises
  • Medium Business

Prometheus - A software application for data management and integration. Prometheus is a Web-based, multi-user solution for data import, cleaning, transformation and load. It includes a data warehouse, business intellige…

Prometheus leads on user satisfaction with a 4.6-star rating across 31 reviews.

LangSmith vs Prometheus — at a glance

FeatureLangSmithPrometheus
Rating4.5 / 54.6 / 5
Reviews31031
Starting priceFree freeContact for pricing
Free trial No No
Free version No No
Best forSmall Business, Mid-Market, EnterpriseLarge Enterprises, Medium Business, Small Business
CategoryMLOps PlatformsDatabase Management Software
PlatformsCloud, On-PremiseSaaS/Web/Cloud, Installed - Windows, Installed - Mac
APIAvailable
Support modesDiscord Community, Help Center, Email Support, Enterprise SupportOnline
Certifications
Data residencyGlobal

Key differences between LangSmith and Prometheus

  • Pricing: LangSmith starts at Free free. Prometheus pricing is not publicly listed.
  • Target audience: LangSmith is built for Small Business and Mid-Market, while Prometheus targets Large Enterprises and Medium Business.
  • User satisfaction: Prometheus scores higher with a 4.6-star average.
  • Deployment: LangSmith supports Cloud, On-Premise; Prometheus supports SaaS/Web/Cloud, Installed - Windows, Installed - Mac.

LangSmith vs Prometheus — find the better fit before you commit.

01

Which tool fits your team best

02

Which is actually cheaper for your team size

03

Where each product wins, per real buyers

Most MLOps Platforms tools look identical on paper. This comparison cuts to the differences that matter — pricing structure, team fit, and what real buyers found after signing up.

LangSmith logo
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Prometheus - Database Management Software
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Talk to an expert

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LangSmith vs Prometheus: Biggest differences

Start here before you go deeper into features.

LangSmith

Best for

Small Business, Mid-Market, Enterprise

Prometheus

Best for

Large Enterprises, Medium Business, Small Business

LangSmith typically suits Small Business and Mid-Market. Prometheus tends to fit Large Enterprises and Medium Business better. The right choice depends on your team size, workflow, and whether a free trial matters.

Description

LangSmith is the LLMOps observability and evaluation platform built by LangChain for teams developing production LLM applications. It provides tracing, debugging, and evaluation for any LLM ... Read More about LangSmith

Prometheus - A software application for data management and integration. Prometheus is a Web-based, multi-user solution for data import, cleaning, transformation and load. It includes a ... Read More about Prometheus

Entry Level Pricing

  • Starts from Free
  • Not Available

Free Trial Availability

  • No free trial
  • No free trial

SpotScore

What's this? ↗

9.0/10

Not Available

User Ratings

Based on verified Spotsaas reviews

4.58

(31)
Get pricing help
Get pricing help

Where each option fits best

See where each product is strongest, which teams it fits, and what causes buyers to keep looking — before you commit.

Based on buyer reviews and verified product data collected by Spotsaas.

Strengths

Key strengths

LangSmith

  • Debug LLM Failures Fast: Full call traces with inputs, outputs, latency, and token counts for every LLM call — no more guessing why an AI chain failed.
  • Prevent Prompt Regressions: Automated evaluation runs on datasets catch quality regressions when prompts change, before they reach users.
  • Monitor Production AI Quality: Real-time dashboards track LLM latency, error rates, and output quality — the same visibility layer backend engineers expect for APIs.
Best fit

Best fit

LangSmith

  • AI engineering teams debugging complex multi-step LLM chains that produce unexpected outputs
  • Teams running systematic evaluation of prompt changes before deploying to production
  • ML platform teams building shared observability infrastructure for multiple AI product teams

Software Demo

Demo

No software demo available

Prometheus has not given any software demo yet

If you're the owner of this profile, add your demo.Contact us

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Step 1 of 4

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How do LangSmith and Prometheus Compare on Features?

Total Features

9 Features

3 Features

Unique Features

No unique features

No unique features

Get Quote
Get Quote

Compare LangSmith and Prometheus on pricing

Review starting price, plan structure, and free-trial access side by side so you can see which option fits your budget and buying process.

Pricing Option

      Starting From

      • Free
      • Not Available

      Pricing Plans

      • Developer

        Free

        • 5k traces/month

        • All core features

        • Community support

      • Plus

        $39

        paid

        • 100k traces/month

        • Team features

        • Priority support

      • Enterprise

        Custom

        paid

        • Unlimited traces

        • SSO

        • On-premise

        Show more +

      • Not Available

      LangSmith vs Prometheus: Other Details

      Organization Types supported

      • Large Enterprises
      • Freelancers
      • Medium Business
      • Small Business
      • Individuals
      • Large Enterprises
      • Freelancers
      • Medium Business
      • Small Business
      • Individuals

      Platforms Supported

      • Browser Based (Cloud)
      • Installed - Mac
      • Installed - Windows
      • Browser Based (Cloud)
      • Browser Based (Cloud)
      • Installed - Mac
      • Installed - Windows
      • Browser Based (Cloud)

      Modes of support

      • 24/7 (Live rep)
      • Business Hours
      • Online
      • 24/7 (Live rep)
      • Business Hours
      • Online

      API Support

      • Available
      • Not Available
      Get help choosing
      Get help choosing

      LangSmith vs Prometheus Security & Compliance

      Certifications, data handling, and security controls for IT and compliance evaluators.

      HIPAA

      ✗ No

      Data Residency

      🌐 Global

      LangSmith User Reviews & Rating Comparison

      User Ratings

      4.5

      (based on 310 reviews)

      Rating Distribution

      0

      0

      0

      0

      0

      24

      6

      1

      0

      0

      Spotsaas Editor’s POV generated by AI

      Buyer sentiment

      Buyer sentiment is very strong across 310 reviews, with consistently positive feedback.

      What buyers like

      • Framework-agnostic tracing works with any LLM provider (OpenAI, Anthropic, Mistral) and any orchestration framework, not just LangChain.
      • Prompt Hub enables version-controlled prompt management with one-click rollback — replacing ad-hoc string management in code.
      • Evaluation datasets and automated test runs enable regression testing across prompt versions, catching quality regressions before they reach production.

      Common complaints

      • Built by LangChain, so teams using competing orchestration frameworks may find occasional rough edges in non-LangChain integrations.
      • Trace storage costs scale with volume — high-frequency production applications need to budget carefully for trace retention.

      Buyer sentiment

      Buyer sentiment is very strong across 31 reviews, with consistently positive feedback.

      What buyers like

      • Web-based solution
      • Multi-user access
      • Data integration capabilities

      Common complaints

      • Requires internet connection
      • May have a learning curve
      • Limited offline functionality

      Pros and Cons

      • Framework-agnostic tracing works with any LLM provider (OpenAI, Anthropic, Mistral) and any orchestration framework, not just LangChain.

      • Prompt Hub enables version-controlled prompt management with one-click rollback — replacing ad-hoc string management in code.

      • Evaluation datasets and automated test runs enable regression testing across prompt versions, catching quality regressions before they reach production.

      • Built by LangChain, so teams using competing orchestration frameworks may find occasional rough edges in non-LangChain integrations.

      • Trace storage costs scale with volume — high-frequency production applications need to budget carefully for trace retention.

      • Centralized access to data for multiple users

      • Strong data integration and transformation capabilities

      • Dependent on internet connectivity

      • Learning curve for new users may exist

      Positive Reviews

      No reviews available for the product

      No reviews available for the product

      Used LangSmith or Prometheus? Tell buyers what actually differs.

      LangSmith and Prometheus Customers

      Customers

      No Customers information available.

      Amadeus

      Amadeus

      Media and Screenshots

      Screenshots

      No screenshots available.

      Europace Grafana

      4 Screenshots

      Top Alternatives to LangSmith and Prometheus in 2026

      Alternatives

      No Alternative products available.

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      Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].

      Frequently asked questions

      Which is better, LangSmith or Prometheus?
      Prometheus edges out the other on user ratings (4.6 vs 4.5). That said, the best pick depends on your use case — use the comparison tables above to evaluate each dimension.
      Do LangSmith and Prometheus offer a free trial?
      Neither LangSmith nor Prometheus currently lists a free trial.
      What is the starting price of LangSmith vs Prometheus?
      LangSmith starts at Free free. Prometheus starts at Contact for pricing.
      What are the top alternatives to Prometheus?
      Top alternatives to Prometheus include Zabbix, Grafana, New Relic Alerts, DatabaseLog, Splunk Enterprise.