HoneyHive unifies observability and evaluation into a continuous improvement loop, so every team can ship quality agents with confidence.
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Instrument any agent on any stack with OpenTelemetry — and give every team one shared source of truth to debug agent behavior.
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Continuously evaluate live traces, monitor real-world feedback from users, and alert on failures modes that matter to your business.
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Turn production failures into test suites, compare new changes with baseline, and catch regressions before every release.
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Bring subject matter experts into the loop to review edge cases, define quality, and align your evals with real-world business context.
OpenTelemetry-native and framework-agnostic. Get end-to-end visibility across every model, framework, and agent deployed within your company.
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HoneyHive powers observability and evaluation across mission-critical AI systems at CBA, enabling safe and responsible deployment of AI agents serving 17M+ consumers.
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Agent traces carry rich, highly sensitive I/O that traditional observability can’t handle. HoneyHive is designed specifically for AI traces and keeps your data isolated — logically by default, physically when you need to.
Ready-made skills, a full-feature CLI, and a docs MCP server mean your coding agents can set up tracing, write evals, and drive improvements for you.
