HoneyHive is an observability and evaluation platform for AI agents and LLM applications. It is aimed at AI platform teams, engineers, domain experts who review outputs, and risk and governance teams. The platform offers step-by-step tracing of agent runs, online evaluations on live traffic, monitoring and alerts, offline experiments against datasets, annotation queues for expert review and prompt versioning. According to the vendor, it is available as multi-tenant SaaS, as a dedicated cloud (single-tenant, managed by HoneyHive) and as a self-hosted deployment in the customer's own environment.
HoneyHive is based in the United States, in New York and San Francisco, and is not open source. Its SaaS environment uses US endpoints, so the provider is subject to US law. For European organisations that process traces and prompts containing sensitive content, the self-hosted option is the most relevant, because data then stays in their own infrastructure. Which hosting regions are available for the managed variants is best confirmed with the vendor.