HoneyHive
Agent observability & evaluation platform
HoneyHive is an agent observability platform designed for enterprises running mission-critical AI. It enables organisations to observe, evaluate, and trust their agents in production environments.
| Best for | Enterprise engineering teams |
| Website | honeyhive.ai |
Company facts
| Founded | 2022 |
| Social profiles | LinkedIn, X, GitHub, Crunchbase |
Facilities and features
- Published pricing
- Self-serve sign-up
What stands out
The AI tool allows users to inspect every trace step by step.
“Inspect every trace Replay any run step by step: every tool call, prompt, and decision in the order it happened.”HoneyHive, own website
The AI tool supports scoring via LLM judges, custom code, or human experts.
“Score LLM outputs, tool calls, A2A interactions, and full trajectories using LLM judges, custom code, or composite evaluators. Bring experts into the loop”HoneyHive, own website
Strengths and trade-offs
- The AI tool allows users to inspect every trace step by step.
- The AI tool supports scoring via LLM judges, custom code, or human experts.
Appears in
How HoneyHive ranks
#6 in Best LLM observability tools
How the score is made up: Evidence on its own site 20; How complete its published information is 16; Fit to this ranking's criteria 40; Buying information on its own site 8.
“HoneyHive is the agent observability platform behind mission-critical AI — how enterprises observe, evaluate, and trust the agents they run in production.”HoneyHive, own website
Alternatives to HoneyHive
 LangFuseOpen source agent evals and observability platform | #1 in Best LLM observability tools | 92.0 |
 AgentOpsReliable AI agents: Trace, debug, & deploy | #2 in Best LLM observability tools | 88.0 |
 Arize AIML observability and fairness monitoring platform | #3 in Best LLM observability tools | 88.0 |
 Fiddler AIModel monitoring and explainability platform for compliance | #4 in Best LLM observability tools | 88.0 |
 Weights and BiasesMachine learning platform for experiment tracking and model management | #5 in Best LLM observability tools | 88.0 |
 MLflow AI PlatformDeliver high-quality AI, fast | #7 in Best LLM observability tools | 82.0 |
Questions about HoneyHive
Who is HoneyHive best for?
HoneyHive is best for enterprise engineering teams.
Where does HoneyHive rank?
HoneyHive is ranked #6 in Best LLM observability tools (Lister Score 84.0).
What are the best alternatives to HoneyHive?
The closest alternatives on Lister are LangFuse (#1 in Best LLM observability tools), AgentOps (#2 in Best LLM observability tools) and Arize AI (#3 in Best LLM observability tools).
When was HoneyHive founded?
HoneyHive was founded in 2022.
Is this your company?
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