HoneyHive

HoneyHive combines tracing, evaluation and prompt management for agent applications. It records each step of a run, lets you attach automated or human scores, and helps teams build datasets from production failures.

It is built on OpenTelemetry, so instrumentation is straightforward. Teams use it to turn bugs seen in production into regression tests.

It is a smaller player next to LangSmith but covers the main workflow well.