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Retrace vs LangSmith Comparison

Last updated:

Retrace

4.4(57 reviews)

Starting at Contact for pricing

  • Free Trial
  • Individuals
  • Medium Business

Retrace is a suite of application performance monitoring tools that empower development teams to find, understand and fix inefficiencies at the source. It has deep hands-on experience with APM tools, and goal has been to…

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…

LangSmith leads on user satisfaction with a 4.5-star rating across 310 reviews.

Retrace vs LangSmith — at a glance

FeatureRetraceLangSmith
Rating4.4 / 54.5 / 5
Reviews57310
Starting priceContact for pricingFree free
Free trial Yes No
Free version No No
Best forIndividuals, Medium Business, Small BusinessSmall Business, Mid-Market, Enterprise
CategoryApplication Performance Monitoring (APM) ToolsMLOps Platforms
PlatformsSaaS/Web/CloudCloud, On-Premise
API—Available
Support modesBusiness HoursDiscord Community, Help Center, Email Support, Enterprise Support
CertificationsSOC 2, GDPR—
Data residencyUS—

Key differences between Retrace and LangSmith

  • Pricing: LangSmith starts at Free free. Retrace pricing is not publicly listed.
  • Free trial: Retrace offers a free trial; LangSmith does not.
  • Target audience: Retrace is built for Individuals and Medium Business, while LangSmith targets Small Business and Mid-Market.
  • User satisfaction: LangSmith scores higher with a 4.5-star average.
  • Deployment: Retrace supports SaaS/Web/Cloud; LangSmith supports Cloud, On-Premise.

Retrace vs LangSmith — 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 Application Performance Monitoring (APM) Tools 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.

Retrace - Application Performance Monitoring (APM) Tools
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Retrace vs LangSmith: Biggest differences

Start here before you go deeper into features.

Retrace

Best for developer-focused application performance monitoring and troubleshooting.

Choose if
  • You are a small to medium software development or DevOps team focused on app delivery.
  • You need a streamlined, intuitive interface that simplifies identifying and fixing app inefficiencies.
  • You want expert-backed APM functionality that enhances troubleshooting productivity and application optimization.
Consider alternatives if
  • You require broad IT operations monitoring beyond application performance metrics.
  • Your team includes non-technical stakeholders needing simplified dashboards and easy accessibility.

LangSmith

Best for

Small Business, Mid-Market, Enterprise

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

Description

Retrace is a suite of application performance monitoring tools that empower development teams to find, understand and fix inefficiencies at the source. It has deep hands-on experience with ... Read More about Retrace

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

Entry Level Pricing

  • Not Available
  • Starts from Free

Free Trial Availability

  • Free Trial available
  • No free trial

SpotScore

What's this? ↗

8.3/10

9.0/10

User Ratings

Based on verified Spotsaas reviews

4.36

(57)

Best Company Size

Small businessesMedium businesses
—
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

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Step 1 of 4

How big is your team?

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How do Retrace and LangSmith Compare on Features?

Total Features

9 Features

9 Features

Unique Features

No unique features

No unique features

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Get Quote

Compare Retrace and LangSmith 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

      • Not Available
      • Free

      Pricing Plans

      • Not Available
      • 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 +

      Pricing Page

      Retrace pricing

      Pricing information not available

      Retrace vs LangSmith: Other Details

      Organization Types supported

          Platforms Supported

              Modes of support

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

              API Support

              • Not Available
              • Available
              Get help choosing
              Get help choosing

              Retrace vs LangSmith Security & Compliance

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

              SOC 2

              ✓ Yes
              —

              GDPR

              ✓ Yes
              —

              ISO 27001

              ✗ No
              —

              Single Sign-On (SSO)

              ✓ Yes
              —

              Multi-Factor Auth (MFA)

              ✓ Yes
              —

              Data Encryption

              ✓ Yes
              —

              Audit Logs

              ✓ Yes
              —

              Data Residency

              🇺🇸 US
              —

              Retrace User Reviews & Rating Comparison

              User Ratings

              4.5

              (based on 310 reviews)

              Rating Distribution

              35

              20

              3

              0

              0

              0

              0

              0

              0

              0

              Spotsaas Editor’s POV generated by AI

              Buyer sentiment

              Users appreciate Retrace’s expert-backed, streamlined approach to application performance monitoring but note a learning curve and limited scope beyond developer teams.

              What buyers like

              • Ease of troubleshooting
              • Reliability of monitoring
              • Intuitive user interface

              Common complaints

              • Limited feature breadth
              • Initial learning curve

              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.

              Pros and Cons

              • Streamlines troubleshooting and optimization to enhance productivity

              • Expert-backed and reliable APM functionality

              • Intuitive interface that removes obstacles to improving application delivery

              • Narrow focus on APM limits broader IT operations capabilities

              • Primarily designed for developers, limiting accessibility for other teams

              • 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.

              Positive Reviews

              No reviews available for the product

              No reviews available for the product

              Used Retrace or LangSmith? Tell buyers what actually differs.

              Media and Screenshots

              Screenshots

              Combining your logs with lightweight code profiling

              5 Screenshots

              No screenshots available.

              Videos

              video-0

              4 Videos

              No videos available.

              Top Alternatives to Retrace and LangSmith in 2026

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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, Retrace or LangSmith?
              LangSmith edges out the other on user ratings (4.5 vs 4.4). That said, the best pick depends on your use case, so use the comparison tables above to evaluate each dimension.
              Do Retrace and LangSmith offer a free trial?
              Retrace offers a free trial. LangSmith does not.
              What is the starting price of Retrace vs LangSmith?
              Retrace starts at Contact for pricing. LangSmith starts at Free free.
              What are the top alternatives to Retrace?
              Top alternatives to Retrace include New Relic APM, eG Enterprise, Instana, ManageEngine Applications Manager, Dynatrace.
              What are the top alternatives to LangSmith?
              Top alternatives to LangSmith include Langfuse, Comet ML, Helicone, Embrace.io, LogicMonitor.