HoneyHive

HoneyHive is a Coding & Development tool that provides modern AI observability and evaluation. It helps enterprises confidently scale AI agents in production with continuous evaluation and observability.

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At a glance

Pricing

Freemium · Enterprise

Free tier

Yes

API

Yes

Skill level

Technical

About

What is HoneyHive?

HoneyHive is an AI observability and evaluation platform designed for modern AI development. It enables organizations to observe, evaluate, and improve AI agents in production through a single platform. Key features include distributed tracing for debugging AI workflows, continuous monitoring and alerts for agent failures, and experiment management to confidently ship changes with automated evaluations. The platform supports OpenTelemetry-native integrations and offers robust security with SOC 2 Type II, GDPR, and HIPAA compliance. HoneyHive helps teams manage prompt versions, integrate with CI/CD, and leverage expert feedback through annotation queues to ensure trustworthy and reliable AI agents.

Best used for

Ideal for developers and platform engineers who need to debug complex multi-agent systems, continuously monitor agent quality, and confidently ship changes with automated evaluations. Especially valuable for large enterprises scaling mission-critical AI systems that require robust observability, evaluation, and security compliance.

Common actions

observe AI agents

evaluate AI agents

debug AI workflows

monitor agent performance

manage prompts

Capabilities

Key features

Distributed Tracing
Monitoring & Alerts
Automated Evaluations
Experiments & Regression
Prompt Management
Annotation Queues
OpenTelemetry-native

Target Audience

developer

Integrations

langchainlanggraphaws-strandsgoogle-adkopenai-agents-sdk

Pricing & Plans

Freemium · Enterprise

Not publicly disclosed. Check honeyhive.ai for current pricing.

FAQs

What is considered an 'event' in HoneyHive's pricing model?

An event refers to a single trace span or metric-label combination sent to the HoneyHive API, either as OTLP or JSON. It captures relevant data from your system, including all context fields generated by your application's instrumentation. The total number of events is the sum of trace spans and metrics.

Does HoneyHive support self-hosting for its platform?

Yes, HoneyHive offers self-hosting options for Enterprise plan customers. This includes fully self-hosted control and data planes, or a hybrid SaaS model where HoneyHive manages the control plane and the data plane is self-hosted. These options are available across major cloud providers.

What types of evaluations can be performed with HoneyHive?

HoneyHive supports both automated evaluations, which are code-based or LLM-as-a-judge functions that score sessions and agents, and human evaluations. Automated evaluations include metrics like Context Relevance and ROUGE-L. Human evaluations allow domain experts to grade outputs using custom rubrics, ensuring alignment with real-world business context.

Is HoneyHive compliant with security and privacy standards?

Yes, HoneyHive is SOC-2 Type II, GDPR, and HIPAA compliant. All data is secure and encrypted both at rest and in transit. They conduct regular penetration tests via third-party auditors and offer flexible hosting solutions, including single-tenant SaaS and self-hosting, to meet various security and compliance needs.

Does HoneyHive offer discounts for startups?

Yes, HoneyHive provides startup discounts for companies that have raised less than $5 million in total funding. Interested startups are encouraged to contact HoneyHive directly to learn more about eligibility and available discount programs.

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Open Source & Models Code Assistants No-Code / Low-Code Testing & QA Backend & APIs Prompt Engineering

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