HoneyHive

HoneyHive provides a comprehensive platform for observing, evaluating, and governing AI agents and applications. It enables teams to instrument end-to-end AI applications—including prompts, retrieval, tool calls, MCP servers, and model outputs—so they can identify and fix issues quickly. The platform supports over 100 LLMs and agent frameworks through OpenTelemetry-native instrumentation.

• Distributed Tracing allows teams to see inside any agent, framework, or runtime with full visibility into prompts, retrieval steps, tool calls, and model outputs for rapid debugging.

• Online Evaluation runs live evaluations with 25+ pre-built evaluators to detect failures across quality, safety, and more at scale, with support for custom LLM-as-a-judge or code evaluators.

• Monitoring & Alerts provides real-time alerts when agents silently fail, with drift detection and custom dashboards to track the metrics that matter most.

• Experiments enable teams to validate agents pre-deployment on large test suites, compare versions, and catch regressions in CI/CD before users experience them.

• Prompt Management offers a collaborative IDE for managing and versioning prompts, with a playground for experimenting with new prompts and models.

• Dataset Curation allows teams to centrally manage test cases with domain experts and curate test suites directly from traces in the UI.

• Human Review enables domain experts to grade and correct outputs through annotation queues, supporting a hybrid evaluation approach.

• Session Replays let teams replay chat sessions in the Playground for detailed analysis and debugging.

• CI/CD Integration runs automated test suites over every commit with GitHub integration for version management across artifacts.

• Enterprise Security includes SOC-2 Type II, GDPR, and HIPAA compliance with options for multi-tenant SaaS, dedicated cloud, or self-hosting up to fully air-gapped deployments.

To get started, sign up for a free account and integrate your application using SDKs in Python or TypeScript with native OpenTelemetry support. The platform provides automatic instrumentation for 50+ popular libraries including LangChain, LangGraph, AWS Strands, Google ADK, and OpenAI Agents SDK.