Honeycomb AI

Honeycomb extends its observability platform to LLM applications with OpenTelemetry-based tracing, natural language querying, and AI-powered root cause analysis for understanding complex AI system behavior.

Honeycomb is an observability platform designed for modern software engineering teams, with specific capabilities extended to AI and LLM applications. It provides full-stack observability through distributed tracing, metrics, log management, and telemetry pipelines, all built on an OpenTelemetry-native architecture. The platform enables engineers to gain real-time, granular insight into how LLMs behave in production, troubleshoot failures faster, and continuously improve model performance using real data. Honeycomb also supports AI agents by offering a shared view of production behavior, allowing both humans and automated agents to debug non-deterministic AI workflows. The platform is trusted by enterprises and innovators and is described as ready for the AI era, with features like natural language querying, BubbleUp for root cause analysis in under three minutes, and sub-10 second queries with AI agents.