Enterprise and startup teams building and shipping production AI agents.

HoneyHive is an observability and evaluation platform built specifically for tracing and testing production AI agents.

Offered as multi-tenant SaaS, a virtual data plane, or a self-hosted deployment for regulated customers.

Actively operating in 2026 with customers including Commonwealth Bank, Cognizant, NVIDIA and MongoDB.

Gives teams distributed tracing, real-time alerting and human annotation to close the loop on agent quality.

Built on OpenTelemetry and works across 100+ LLMs and agent frameworks via SDK instrumentation.

Commercial venture-backed company, hosted plan sends traces to HoneyHive's cloud, self-hosted plan keeps data on customer infrastructure, holds SOC 2 and HIPAA compliance.