Observability built
for the AI era
Engineering teams use Honeycomb to follow their code into production. From tracing distributed services to debugging non-deterministic AI workflows, Honeycomb gives humans and agents a shared view of the only thing that matters: what's happening for their end users.
Trusted by innovators and enterprises worldwide
One unified platform. Built for today’s software.
Honeycomb is built on a decade of distributed tracing leadership, giving your engineers and agents the high-cardinality data and fast query speeds they need to handle the new shape of software.
Distributed Tracing & Analysis tools
Investigate any production issue from the inside out. Honeycomb's high-cardinality, event-based foundation lets engineers query production data in real time–no sampling tricks, no preaggregation, no dead ends. Heatmaps, BubbleUp, SLOs, and unlimited attributes included.
Canvas, Team Agents & MCP
Debug faster with AI working alongside your team. Explore your data with a Canvas co-pilot that shares evidence in a collaborative workspace. Team Agents set goals and run investigations before you open your laptop. Give your agents real production context through the Honeycomb MCP server.
AI Ecosystem
Operate AI agents with the same rigor as any other production service. Trace multi-agent conversations end-to-end, see LLM calls and system failures in one view, and track token cost and latency per model. Zoom out to monitor entire agent fleets in production with AI Ecosystem.
Solutions for the new shape of software
The game changed. Software is non-deterministic by design, systems are more distributed than ever, and the people running production now include AI agents. Honeycomb meets developers, ops, SRE, and platform teams where the work happens.
Understand how your AI behaves in production, from individual LLM calls to multi-agent workflows. Track quality, cost, latency, tool calls, and failures across every model and every agent.
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What Honeycomb helps you do
The future of software is nondeterministic. Your business can’t be. Understanding production has never been more critical.
See everything
Get complete visibility with data available in under 90 seconds. Explore dynamic visualizations with limitless insights and no dead-ends. With Honeycomb, engineers and AI agents always have the context they need to easily solve problems.
Solve anything
Resolve any issue before they impact customers. Run sub-10 second queries with your AI agent. Perform root cause analysis in under three minutes with BubbleUp. Honeycomb makes every engineer an expert and every investigation instant.
Scale infinitely
Stop making tradeoffs between observability cost and software quality. With Honeycomb’s OpenTelemetry-native platform, you can add unlimited fields and unlimited users at no extra cost, with no vendor lock-in. Honeycomb is ready for whatever comes next in your tech stack.
Thanks to Honeycomb, SLO-based monitoring has proven superior for LLM reliability than traditional metrics. Given AI’s unpredictable nature, SLOs help us catch and investigate anomalies without triggering a flood of noisy alerts.
The second edition is here! Get your copy today
AI is changing the nature of software development. Observability is how you navigate this shift. Charity Majors, Liz Fong-Jones, George Miranda, and Austin Parker explain the core principles of observability and how to leverage it for your organization.
- Download your free copy of the book
- Get a preview of what you’ll learn
- Get access to 27 new chapters in over 600 pages
