HoneyHive
HoneyHive: A broad observability and evaluation suite for teams building LLM agents. Ranked #12 of 26 in LLM Observability Tools by our editors (8.3/10); pricing: Free plan; best for teams wanting extensive agent-framework coverage.
At a glance
- Editor score8.3 / 10
- PricingFree plan
- Best forTeams wanting extensive agent-framework coverage
- Free planYes
- LLM tracingYes
- Facts checked20 Sep 2026
Where it wins
- Traces prompts, tools, retrieval steps, and agent handoffs
- Combines automated, LLM-judge, and human evaluations
- Supports SaaS, hybrid, single-tenant, and self-hosted deployments
Where it doesn't
- Enterprise pricing is custom-priced
- SAML, custom SSO, and custom retention controls are Enterprise features
- Developer support is provided through the community
Our verdict on HoneyHive
HoneyHive is an AI observability and evaluation platform for developers, AI engineering teams, and enterprises operating LLM applications and agents. It covers distributed tracing across prompts, model calls, tools, retrieval steps, and agent handoffs, alongside automated code-based and LLM-judge evaluations, human evaluation queues, prompt management, experiments, monitoring, and CI/CD workflows. The product is suited to teams that need visibility and evaluation across production AI systems rather than a tool focused only on tracing.
Its framework coverage is a major part of the product’s fit. Integrations include AWS Strands Agents, Claude Agent SDK, CrewAI, Cursor SDK, Databricks Agent Bricks, DSPy, Google ADK, LangChain, LangGraph, LlamaIndex, Microsoft AutoGen, Microsoft Copilot Studio, Microsoft Semantic Kernel, n8n, and OpenAI Agents SDK. OpenTelemetry-based integrations support broader observability workflows, while the web, API, and self-hosted platforms accommodate different operating models. Teams can also curate datasets from production traces and connect evaluations to CI/CD processes.
The published plans show a free Developer plan with automated and human evaluations, prompt versioning and deployments, the full observability suite, CI/CD integration, and community support. Enterprise adds custom usage limits, unlimited users and workspaces, SAML and custom SSO, custom data retention controls, uptime SLA and service credits, plus optional self-hosting, hybrid, or single-tenant deployment. HoneyHive is a strong fit for teams managing complex agent frameworks and evaluation workflows. Teams needing enterprise identity, retention, or deployment controls should choose Enterprise, while smaller teams that require dedicated support or a simpler, narrower tool may prefer an alternative.
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HoneyHive pricing
All 2 HoneyHive plans and prices →
HoneyHive fact sheet
| Free plan | Yes |
|---|---|
| Paid from | Not verified |
| LLM tracing | Yes |
| LLM evaluations | Yes |
| Prompt management | Yes |
| Agent tracing | Yes |
| Retrieval tracing | Yes |
| Token cost tracking | Yes |
| Deployment options | Both |
| Deployment | Cloud, Self-hosted |
| Platforms | Web |
| Compliance & security | SOC 2, GDPR, HIPAA, SSO/SAML, 2FA |
| Support | Email, Community, Docs |
| Built for | Small business, Mid-market, Enterprise (editorial estimate) |
| Integrations | 100+ integrations: AWS Strands Agents, Claude Agent SDK, CrewAI, Cursor SDK, Databricks Agent Bricks, DSPy … See all → |
| Pricing | Free plan (source) |
| Website | honeyhive.ai |
| Facts checked | 20 Sep 2026 |
HoneyHive integrations
HoneyHive lists 100+ integrations on its own site — the 20 named here are the ones its pages call out.
- AWS Strands Agents
- Claude Agent SDK
- CrewAI
- Cursor SDK
- Databricks Agent Bricks
- DSPy
- Google ADK
- LangChain
- LangGraph
- LlamaIndex
- Microsoft AutoGen
- Microsoft Copilot Studio
- Microsoft Semantic Kernel
- n8n
- OpenAI Agents SDK
- Pydantic AI
- Salesforce Agentforce
- Anthropic
- AWS Bedrock
- Azure OpenAI
See all HoneyHive integrations →
Alternatives to HoneyHive
- Arize AXBroad LLM observability with tracing, evaluations, prompts, agents, RAG, and cost tracking.9.4
- LangfuseA broad observability platform with open-source deployment and accessible paid tiers.9.3
- Arize PhoenixA free platform for tracing, evaluating, and improving LLM applications.9.2
See all HoneyHive alternatives →
Also Ranked In
HoneyHive is ranked in 9 of our directories; the 6 strongest besides LLM Observability Tools.
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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