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Tools/Helicone/vs Evidently AI
Helicone

Helicone

observability
vs
Evidently AI

Evidently AI

observability

Helicone vs Evidently AI — Comparison

19 integrations1 features10 npm/wkMerger / Acquisition
Pain: 2/10015 integrations8 featuresSeed
The Bottom Line

Evidently AI and Helicone are both focused on observability but serve different niches with Evidently AI excelling in monitoring AI model performance with 7,420 GitHub stars, while Helicone, rated 4.5/5 from two reviews, caters more to LLM observability and cost tracing. Evidently AI is noted for its local running and free usage, while Helicone offers a freemium model and is well-integrated with major cloud providers.

Best for

Helicone is the better choice when a team focuses on LLM performance, requires a seamless integration with various cloud platforms, and benefits from a usage-based pricing model.

Best for

Evidently AI is the better choice when a team needs robust monitoring of AI model performance and prefers an open-source, local, and free tool with extensive integration options.

Key Differences

  • 1.Evidently AI is designed to run locally and offers a free pricing model, making it appealing for privacy-sensitive applications, while Helicone provides a freemium tier with additional paid options for scalability.
  • 2.Evidently AI has more GitHub stars (7,420) compared to Helicone's (5,406), indicating higher community interest or adoption.
  • 3.Helicone is highly rated on G2 (4.5/5 from two reviews) suggesting strong user satisfaction with its LLM-focused features, while Evidently AI lacks some user rating data but maintains a positive sentiment.
  • 4.Evidently AI supports customizable dashboards for visual insights, beneficial for non-technical users, whereas Helicone is more focused on tracing API calls and optimizing resource usage.
  • 5.Helicone integrates with OpenAI and provides cost estimation tools suited for startup funding management, not explicitly offered by Evidently AI.
  • 6.Evidently AI does not mention npm downloads, while Helicone records 10 downloads per week, showing its usage in the Node.js ecosystem.

Verdict

Choose Evidently AI if your priority is comprehensive AI model monitoring with privacy assurance in a local, open-source environment. Opt for Helicone if your focus is on LLM observability with flexible pricing and strong cloud integration needs. Both tools offer valuable features but are tailored to different observability aspects.

Overview
What each tool does and who it's for

Helicone

AI Gateway & LLM Observability

Helicone appears to be well-regarded, achieving positive ratings of 4/5 and 5/5 on G2, indicating user satisfaction with its functionality. Users highlight its integration within the domain of LLM (Large Language Model) tools, although it seems to have its own tracing format, which may add complexity in environments where standardization, like OpenTelemetry, is present. While pricing specifics are not detailed, the overall sentiment regarding value appears to be positive, given the high ratings. Helicone has a solid reputation, with notable mentions across multiple platforms, suggesting a strong presence and interest in its capabilities.

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
4.5★ (2)
Avg Rating
—
—
Mentions (30d)
35
5,406
GitHub Stars
7,420
501
GitHub Forks
829
10
npm Downloads/wk
—
2,159
PyPI Downloads/mo
—
Mention Velocity
How discussion volume is trending week-over-week

Helicone

Stable week-over-week

Evidently AI

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

Helicone

YouTube
71%
Reddit
14%
Dev.to
14%

Evidently AI

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

Helicone

0% positive100% neutral0% negative

Evidently AI

11% positive85% neutral4% negative
Pricing

Helicone

usage-based + subscription + freemium + tieredFree tier

Pricing found: $79, $799, $5, $100

Evidently AI

subscription + tiered

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

Use Cases
When to use each tool

Helicone (9)

Monitoring LLM performanceTracing API calls in real-timeCost estimation for AI projectsEducational projects for studentsStartup funding managementOpen-source project contributionsIntegration with existing observability toolsAnalyzing user interactions with AI modelsOptimizing resource usage in AI applications

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

Only in Helicone (1)

Soohoon Choi

Only in Evidently AI (8)

Real-time model performance monitoringData drift detection and alertsAutomated testing of model updatesCustomizable dashboards for visual insightsIntegration with CI/CD pipelinesSupport for multiple model typesVersion control for model performanceUser-friendly interface for non-technical users
Integrations

Shared (2)

KubernetesJupyter Notebooks

Only in Helicone (17)

OpenAIAWS LambdaSlackGoogle Cloud PlatformMicrosoft AzureDockerPrometheusGrafanaZapierTrelloGitHubGitLabBitbucketSentryDatadogNew RelicPostman

Only in Evidently AI (13)

AWS S3Google Cloud StorageAzure Blob StorageSlack 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
21
GitHub Repos
10
226
GitHub Followers
319
20
npm Packages
—
1
HuggingFace Models
2
What Users Say
Top reviews from G2, Capterra, and TrustRadius

Helicone

What do you like best about Helicone?Track usage, costs, and latency metrics with one line of codes. Review collected by and hosted on G2.com.What do you dislike about Helicone?How long it takes to scan the computer while doing the upload. Review collected by and hosted on G2.com.

5.0\u2605Ieshia G.g2

What do you like best about Helicone?It's actually a great Open-source and cheap Platform for tracking different LLM usage, and can also create alerts on LLM responses. It supports multiple LLMs, including open-source ones. You'll get 100,000 free token uses. It's easy to implement and also offers great customer support. I use it more to integrate it into my projects. Review collected by and hosted on G2.com.What do you dislike about Helicone?The issue is that there are numerous alternatives, and implementing a custom LLM proxy on a framework like Axflow is challenging. The Experiment features are yet to be introduced, so we'll have to wait and see how go it is. Review collected by and hosted on G2.com.

4.0\u2605shiv a.g2

Evidently AI

No reviews yet

Pain Points
Top complaints from reviews and social mentions

Helicone

No complaints found

Evidently AI

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

Helicone

No data

Evidently AI

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

Helicone

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

Helicone

Helicone screenshot 1Helicone screenshot 2Helicone screenshot 3

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

Helicone

Evidently AI

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

Helicone

OpenTelemetry just standardized LLM tracing. Here's what it actually looks like in code.

Every LLM tool invents its own tracing format. Langfuse has one. Helicone has one. Arize has one. If...

Dev.toby vola-treblaneutral source

Evidently AI

Evidently AI AI

Evidently AI AI

YouTubeneutral source
Company Intel
information technology & services
Industry
information technology & services
3
Employees
5
$0.1M
Funding
$0.1M
Merger / Acquisition
Stage
Seed
Supported Languages & Categories

Shared (3)

AI/MLAnalyticsDeveloper Tools

Only in Evidently AI (1)

DevOps
Frequently Asked Questions
Is Evidently AI or Helicone better for large AI model monitoring?▼

Evidently AI is better due to its strong feature set focused on real-time model performance monitoring and data drift detection.

How does Evidently AI pricing compare to Helicone?▼

Evidently AI primarily offers a free model, while Helicone uses a freemium tier with additional subscription pricing options starting at $79.

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

Evidently AI seems to have more community engagement with higher GitHub stars (7,420) compared to Helicone's (5,406).

Can Evidently AI and Helicone be used together?▼

Yes, they complement each other with Evidently AI focusing on model performance monitoring and Helicone on LLM observability.

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

Helicone offers a freemium model, which might facilitate easier initial access without local setup requirements, compared to Evidently AI's offline setup nature.

View Helicone Profile View Evidently AI Profile