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AI toolsModels & APIsHoneyHive

Added Oct 28, 2026

HoneyHive

Freemium
๐Ÿ‡บ๐Ÿ‡ธ United StatesHoneyHiveModels & APIs views clicks to the websiteNo ratings
Use tool

Observability, evals and governance for enterprise AI agents

Agent trajectory tracingOnline evaluatorsDatasets and experimentsCustom rolesSelf-hosted optionFreemium
OverviewReleasesPricingAlternativesPros & ConsPromptsReviewsQ&A
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honeyhive.ai
HoneyHiveObservability, evals and governance for enterprise AI agentsVisit honeyhive.ai

What is HoneyHive?

HoneyHive is an AI observability and evaluation platform for teams running agents and LLM apps in regulated or large organizations. It traces agent runs, scores quality with evaluators and adds governance controls for review and compliance.

Traces follow long-running agent trajectories across tools and models, and datasets plus online evaluators catch regressions in production. Version 2 rebuilt the platform with custom roles, new SDKs and a CLI.

HoneyHive supports OpenTelemetry and joined Microsoft's open trust stack for agents in 2026. Deployment options include SaaS and dedicated or self-hosted setups for enterprises.

Features

  • Agent trajectory tracing
  • Online evaluators
  • Datasets and experiments
  • Custom roles
  • Self-hosted option

Tags

ObservabilityEvalsGovernanceEnterprise

Releases

+ Submit new release
  1. ListedOct 28, 2026

    HoneyHive was added to the directory.

Organization

HoneyHive

๐Ÿ‡บ๐Ÿ‡ธ United States

Listed by kitio.ai ยท unverified owner

Pricing

Pricing model
Freemium
Paid options from
Not listed

HoneyHive plans

  • Developer

    Free

    • 10,000 events per month
    • Up to 5 users
    • Full observability and evaluations
    • 30-day data retention
  • Enterprise

    Contact sales

    • Custom event volume
    • Custom data retention
    • Custom rate limits

Prices in USD, checked Oct 28, 2026. Plans change often, so confirm on the HoneyHive site.Official pricing

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Top HoneyHive alternatives

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Arize AI

Models & APIs

AI observability and evaluation, plus the open-source Phoenix

Freemium ยท $50/mo๐Ÿ‡บ๐Ÿ‡ธMade in United States
Weights & Biases

Models & APIs

Experiment tracking and LLM observability, now part of CoreWeave

Freemium ยท $60/mo๐Ÿ‡บ๐Ÿ‡ธMade in United States
LangSmith

Models & APIs

Tracing, evaluation and deployment platform for LLM agents

Freemium ยท $39/mo๐Ÿ‡บ๐Ÿ‡ธMade in United States
Langfuse

Models & APIs

Open-source LLM observability, prompt management and evals

Freemium ยท $29/mo๐Ÿ‡บ๐Ÿ‡ธMade in United States

Compare HoneyHive

  • HoneyHive vs Arize AI
  • HoneyHive vs Weights & Biases
  • HoneyHive vs LangSmith
  • HoneyHive vs Langfuse

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    IBM's enterprise studio for Granite and third-party models

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  • Arthur

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  • Braintrust

    Evaluation and observability platform for shipping reliable AI apps

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Pros and cons

Pros

  • Built for long-running agents
  • Strong governance features
  • Flexible deployment

Cons

  • Enterprise pricing not public
  • Smaller community
  • More than small teams need

Prompts & results

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Reviews

Q&A

What is HoneyHive?

HoneyHive is an AI observability and evaluation platform for teams running agents and LLM apps in regulated or large organizations. It traces agent runs, scores quality with evaluators and adds governance controls for review and compliance.

How much does HoneyHive cost?

HoneyHive is freemium.

Is there a free version of HoneyHive?

Yes. HoneyHive has a free plan, and paid plans add more usage and features.

What are the main features of HoneyHive?

Agent trajectory tracing, Online evaluators, Datasets and experiments, Custom roles, Self-hosted option.

Who makes HoneyHive?

HoneyHive is made by HoneyHive.

What are the best alternatives to HoneyHive?

Popular alternatives include Arize AI, Weights & Biases, LangSmith.

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