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ML Operations

HoneyHive

Observability and evaluation platform for AI agents in production

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About HoneyHive

HoneyHive provides tracing, online evaluations, monitoring, alerts, experiments and datasets for enterprises running AI agents, with annotation queues and prompt management.

Common use cases

  • Monitoring agents
  • Regression testing
  • Expert review workflows

Products and services

Tracing

Records prompts, tool calls, outputs and handoffs.

Online Evaluations

Scores quality and safety on live traffic.

Experiments and Datasets

Offline testing and regression suites.

Monitoring and Alerts

Tracks quality, cost and drift.

Key features

  • Tracing
  • Online evals
  • Drift alerts
  • Experiments
  • Annotation queues
  • Prompt versioning

HoneyHive alternatives

FAQs

What does it track?

Quality, cost, latency and usage of agents.

Offline testing?

Yes, via experiments and datasets.

Human review?

Annotation queues turn expert reviews into eval data.

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