HoneyHive
Agent observability & evaluation platform
Ranked #6 in Best LLM observability tools.
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.
At a glance
| Best for | Enterprise engineering teams |
From HoneyHive's own website.
Company facts
| Founded | 2022 |
| Social profiles | LinkedIn, X, GitHub, Crunchbase |
Facilities and features
Its website also mentions:
- 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
How it ranks
HoneyHive is ranked 6th of 10 in Best LLM observability tools (Lister Score 84.0).
#6 in Best LLM observability tools · Lister Score 84.0
Built for Enterprise engineering teams.
How the score is made up: fit to this ranking's criteria 40; evidence on its own site 20; how complete its published information is 16; 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
| Rank | Best LLM observability tools | Score |
|---|---|---|
| 1 | LangFuse | 92.0 |
| 2 | AgentOps | 88.0 |
| 3 | Arize AI | 88.0 |
| 4 | Fiddler AI | 88.0 |
| 5 | Weights and Biases | 88.0 |
| 6 | HoneyHive | 84.0 |
| 7 | MLflow AI Platform | 82.0 |
| 8 | PromptLayer | 82.0 |
| 9 | Dynamiq | 80.0 |
| 10 | FloTorch | 76.0 |
Frequently asked questions
How does HoneyHive rank on Lister?
HoneyHive is ranked 6th of 10 in Best LLM observability tools (Lister Score 84.0).