AI Governance Safety & Evaluation Freemium

HoneyHive

Observability and evaluation platform for production AI agents

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PricingFreemium
Starting priceContact sales
Free planYes
Free trialYes
APIYes
Open sourceNo
DeploymentHybrid
Last verifiedAugust 3, 2026
Overview

Tool overview

HoneyHive is listed under AI Governance Safety & Evaluation AI tools.

Summary

What is HoneyHive?

HoneyHive combines distributed tracing, prompt versioning, evaluations, experiments, datasets, annotation, monitoring, and production feedback for AI applications. The Developer plan is free, while enterprise customers can use managed, hybrid, or self-hosted deployment.

Best fit

Best for

AI teams operating and improving production agents

Audience

Who is it for?

AI engineersML engineersSoftware developersPlatform and governance teams
Recommendation

Decision note

Rebuilt from the original export under the complete V412/V411 factual-source-verification workflow. Preview only. Apply remains blocked until Failures = 0, Warnings = 0, Unmapped = 0, Missing = 0; explicit clears are reviewed; image import is disabled or V380 accepts the asset; a representative WordPress edit screen is compared with the export and proposed row; and a post-Apply zero-change Preview succeeds.

Capabilities

Key features

OpenTelemetry-native distributed tracing

Offline and online evaluation workflows

Prompt versioning, datasets, and experiments

Managed, hybrid, and self-hosted deployment options

Workflows

Use cases

Trace multi-step agent sessions

Evaluate releases before deployment

Monitor production quality and latency

Collect human feedback and annotations

Strengths

Pros

  • Free Developer plan without a card
  • Unified observability and evaluation workflow
  • Python, TypeScript, API, and OTEL support
Considerations

Limitations

The platform supplies evaluation infrastructure, but teams must design trustworthy datasets, metrics, and review processes.

Self-hosting requires supported Kubernetes and data infrastructure.

Cost

Pricing details

Pricing modelFreemium
Starting priceContact sales
Free planYes
Free trialYes
Pricing context

Billing options

Free DeveloperEnterprise contract
Pricing context

Pricing note

Developer is free with 10,000 events per month, up to five users, one workspace, and 30-day retention. Enterprise has custom pricing and expanded hosting, retention, and security options.

View official pricing
Compatibility

Supported languages

  • English
Connectivity

Integrations

LangChain

LangGraph

AWS Strands

Google ADK

OpenAI Agents SDK

50+ libraries

Specs

Technical details

PlatformsWeb, API
Multilingual supportUnknown
Login requiredYes
Open sourceNo
DeploymentHybrid
CompanyHoneyHive
Editions / plansDeveloper Enterprise
Data confidenceHigh
Last verifiedAugust 3, 2026
Documentation → Data source →
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Answers

Frequently asked questions

HoneyHive combines distributed tracing, prompt versioning, evaluations, experiments, datasets, annotation, monitoring, and production feedback for AI applications. The Developer plan is free, while enterprise customers can use managed, hybrid, or self-hosted deployment.
AI teams operating and improving production agents
The listed pricing model for HoneyHive is Freemium. Pricing can change, so users should verify the latest plan details on the official website.
Yes. The current profile indicates that a free trial is available.
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