HoneyHive

HoneyHive is an AI observability and evaluation platform offering tracing, evals, testing, and production monitoring for LLM apps and agents, with data-residency support and a sales-led pricing model.

HoneyHive helps engineering, product, and subject-matter teams collaborate on building reliable AI applications. It combines distributed tracing of LLM and agent calls, offline and online evaluation, dataset management, and prompt experimentation with production monitoring — so teams can debug failures, measure quality, and catch regressions across the development lifecycle. A distinguishing focus is enterprise readiness, including data-residency options, positioning HoneyHive for regulated organizations that need control over where their evaluation and trace data lives. It supports human-in-the-loop review alongside automated evaluators, letting domain experts and engineers jointly assess agent behavior. HoneyHive uses a sales-led pricing model: there is a free tier for getting started and trials, but production monitoring and enterprise features generally require an Enterprise conversation with custom pricing. As of 2026, teams should contact HoneyHive for current pricing based on usage and requirements.