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Tools/LangSmith/vs Evidently AI
LangSmith

LangSmith

observability
vs
Evidently AI

Evidently AI

observability

LangSmith vs Evidently AI — Comparison

15 integrations14 featuresSeries B
Pain: 2/10015 integrations8 featuresSeed
The Bottom Line

Evidently AI and LangSmith both offer robust observability solutions, but Evidently AI is distinguished by its open-source, offline capability and free usage model with 7,420 GitHub stars, supporting a localized approach. In contrast, LangSmith offers comprehensive cloud-based observability for AI agents with extensive integration options, though it faces criticism due to its paid access.

Best for

LangSmith is the better choice when a larger organization needs robust cloud-based solutions with comprehensive debugging and tracking capabilities for complex AI agent systems.

Best for

Evidently AI is the better choice when privacy and local deployment are priorities, especially for smaller teams monitoring machine learning models with limited budgets.

Key Differences

  • 1.Evidently AI operates locally and even offline, whereas LangSmith is strictly cloud-based, potentially impacting users' data privacy preferences.
  • 2.Evidently AI is free to use and open-source, appealing to budget-constrained or open-source-focused teams, while LangSmith requires a paid subscription, which may limit accessibility.
  • 3.Evidently AI integrates with dashboarding tools like Grafana and Tableau, whereas LangSmith includes tools like Slack and Jira, indicating a focus on collaborative work environments.
  • 4.LangSmith offers specialized support for debugging multi-agent systems, a feature not mentioned for Evidently AI, showcasing its focus on complex AI deployments.
  • 5.Evidently AI has a smaller company size with around 5 employees, relying on its open-source community, while LangSmith operates with approximately 98 employees, reflecting a more traditional company support structure.

Verdict

Evidently AI is ideal for small teams needing a cost-effective, open-source solution with offline capabilities, prioritizing privacy and modular integration. Larger enterprises or those managing AI agents in diverse system environments might prefer LangSmith for its extensive cloud integrations and comprehensive monitoring capabilities, despite its subscription cost.

Overview
What each tool does and who it's for

LangSmith

View in LangSmith

LangSmith is recognized for its capabilities in providing observability for AI agents, a necessary feature due to the risk associated with running these agents in production environments. A key complaint highlighted is that LangSmith is a cloud-only service with paid access, which may not be ideal for all users, especially those preferring open-source alternatives. The general sentiment around its pricing is somewhat negative, as users express a preference for non-commercial options. Overall, LangSmith appears to have a solid reputation for its functional strengths but faces criticism regarding its availability and cost structure.

Evidently AI

Ensure your AI is production-ready. Test LLMs and monitor performance across AI applications, RAG systems, and multi-agent workflows. Built on open-so

"Evidently AI" is highlighted in social mentions as a locally run, free AI tool designed to streamline repetitive tasks such as re-explaining project details, which users find useful. Its main strength is its ability to operate completely offline, enhancing privacy and control for users. Key complaints or detailed criticisms are not prominent in the mentions provided, suggesting either limited exposure or generally positive reception. Overall, the sentiment appears favorable, especially among users looking for a free and local AI assistant solution. Pricing sentiment is positive due to its free usage model.

Key Metrics
—
Mentions (30d)
35
—
GitHub Stars
7,420
—
GitHub Forks
829
Mention Velocity
How discussion volume is trending week-over-week

LangSmith

Stable week-over-week

Evidently AI

-88% vs last week
Where People Discuss
Mention distribution across platforms

LangSmith

YouTube
56%
Reddit
22%
Hacker News
22%

Evidently AI

Reddit
95%
YouTube
5%
Community Sentiment
How developers feel about each tool based on mentions and reviews

LangSmith

22% positive67% neutral11% negative

Evidently AI

11% positive85% neutral4% negative
Pricing

LangSmith

Evidently AI

subscription + tiered

Pricing found: $80 /month, $10, $1

Use Cases
When to use each tool

LangSmith (9)

Monitoring AI agent performance in productionDebugging issues in multi-agent systemsEvaluating the effectiveness of AI agentsPreventing data loss in AI applicationsManaging deployment of AI agentsIntegrating observability into CI/CD workflowsTracking user interactions with AI agentsAnalyzing agent behavior over timeSetting up alerts for performance anomalies

Evidently AI (6)

Monitoring the performance of machine learning models in productionDetecting data drift to ensure model reliabilityAutomating regression tests for model updatesVisualizing model performance metrics over timeIntegrating observability into DevOps workflowsEnsuring compliance with AI safety regulations
Features

Shared (1)

Integration with CI/CD pipelines

Only in LangSmith (13)

Agent debugging toolsPerformance monitoring dashboardsReal-time observability metricsError tracking and reportingAgent performance evaluationDeployment management for AI agentsCustomizable alerting systemUser activity trackingData loss prevention mechanismsMulti-agent system supportCloud-based infrastructureVersion control for agent configurationsCollaboration tools for development teams

Only in Evidently AI (7)

Real-time model performance monitoringData drift detection and alertsAutomated testing of model updatesCustomizable dashboards for visual insightsSupport for multiple model typesVersion control for model performanceUser-friendly interface for non-technical users
Integrations

Shared (1)

Kubernetes

Only in LangSmith (14)

OpenAIAWS LambdaGoogle Cloud PlatformMicrosoft AzureSlackJiraGitHubCircleCIDockerZapierTwilioDatadogPrometheusGrafana

Only in Evidently AI (14)

AWS S3Google Cloud StorageAzure Blob StorageJupyter NotebooksSlack for notificationsGitHub for version controlTableau for data visualizationPrometheus for monitoringGrafana for dashboardingApache Kafka for data streamingTensorFlow for model trainingPyTorch for model trainingMLflow for model managementAirflow for workflow orchestration
Developer Ecosystem
—
GitHub Repos
10
—
GitHub Followers
319
—
HuggingFace Models
2
Pain Points
Top complaints from reviews and social mentions

LangSmith

cost tracking (2)token usage (1)

Evidently AI

cost tracking (1)API bill (1)
Top Discussion Keywords
Most mentioned keywords from community discussions

LangSmith

cost tracking (2)token usage (1)

Evidently AI

cost tracking (1)API bill (1)
Latest Videos
Recent uploads from official YouTube channels

LangSmith

No YouTube channel

Evidently AI

Open-source LLM tracing, evals and prompt optimization with Evidently

Open-source LLM tracing, evals and prompt optimization with Evidently

Nov 27, 2025

8. Tutorial: Adversarial testing for LLM applications

8. Tutorial: Adversarial testing for LLM applications

May 25, 2025

7. Tutorial: Building and evaluating an AI agent

7. Tutorial: Building and evaluating an AI agent

May 22, 2025

6.2. Tutorial: Building and evaluating a RAG system

6.2. Tutorial: Building and evaluating a RAG system

May 21, 2025

Product Screenshots

LangSmith

No screenshots

Evidently AI

Evidently AI screenshot 1Evidently AI screenshot 2Evidently AI screenshot 3Evidently AI screenshot 4
What People Talk About
Most discussed topics from community mentions

LangSmith

pricing1
performance1
documentation1
api1
open source1
deployment1
model selection1
RAG1

Evidently AI

model selection19
open source15
api15
support14
streaming13
accuracy12
deployment11
agents11
Top Community Mentions
Highest-engagement mentions from the community

LangSmith

Ask HN: How are you monitoring AI agents in production?

With the recent incidents (DataTalks database wipe by Claude Code, Replit agent deleting data during code freeze), it&#x27;s clear that running AI agents in production without observability is risky.<p>Common failure modes I&#x27;ve seen: no visibility into what the agent did step-by-step, surprise

Hacker Newsby jairoohpositive source

Evidently AI

Evidently AI AI

Evidently AI AI

YouTubeneutral source
Company Intel
information technology & services
Industry
information technology & services
98
Employees
5
$260.0M
Funding
$0.1M
Series B
Stage
Seed
Supported Languages & Categories

Only in Evidently AI (4)

AI/MLDevOpsAnalyticsDeveloper Tools
Frequently Asked Questions
Is Evidently AI or LangSmith better for monitoring AI agent deployment?▼

LangSmith is better suited due to its specialized features in tracking and managing AI agent deployments.

How does Evidently AI pricing compare to LangSmith?▼

Evidently AI is free and open-source, whereas LangSmith requires a paid subscription, potentially making it more costly.

Which has better community support, Evidently AI or LangSmith?▼

Evidently AI, with its open-source nature and 7,420 GitHub stars, likely benefits from broader community engagement than LangSmith.

Can Evidently AI and LangSmith be used together?▼

Yes, they can complement each other; Evidently AI can handle local deployments while LangSmith manages cloud-based agent observability.

Which is easier to get started with, Evidently AI or LangSmith?▼

Evidently AI might be easier for small teams familiar with open-source platforms, while LangSmith involves more setup due to its cloud-based nature.

View LangSmith Profile View Evidently AI Profile