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ML Operations

Honeycomb

Observability for software and AI systems built on tracing and high-cardinality queries

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About Honeycomb

Honeycomb provides distributed tracing, logs, metrics and anomaly detection for engineering teams, and has added agent observability for tracking LLM and agent cost, latency and failures. Its legal entity is Hound Technology, Inc.

Common use cases

  • Debugging production services
  • Monitoring AI agents
  • SLO management

Products and services

Honeycomb platform

Tracing, log analytics, metrics, SLOs and OpenTelemetry support.

Agent Observability

Tracking LLM and agent cost, latency and failures.

Honeycomb Intelligence

AI-assisted analysis and MCP access.

Key features

  • Distributed tracing
  • BubbleUp analysis
  • SLOs
  • OpenTelemetry
  • Agent observability
  • Telemetry pipeline

Integrations

  • OpenTelemetry
  • AWS
  • Kubernetes

Honeycomb alternatives

FAQs

Is it ML-specific?

No, it is a general observability tool with AI agent features.

Which standard?

OpenTelemetry.

Private cloud?

A private cloud option is listed.

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