honeyhive is a next-gen AI evaluation and observability platform designed to empower modern AI teams in evaluating, monitoring, and optimizing LLM applications. The platform offers a range of features to streamline the evaluation process, including the ability to monitor, evaluate, and debug applications in production, trace LLM requests and pipelines, collect feedback from end-users and experts, automate workflows, and conduct quantitative evaluations for performance improvements.

With tools for creating golden datasets, comparing evaluation runs, setting automated CI testing, and tracing spans for deeper analysis, honeyhive ensures continuous monitoring and debugging of live production traffic to catch and resolve issues promptly.