HoneyHive

Teams building LLM applications and AI agents who need to see what their system is actually doing in production will get the most from HoneyHive.

HoneyHive is an AI observability and evaluation platform that covers testing, debugging, monitoring and optimizing agents in one place.

It also handles prompt management, so prompt changes and evaluation results sit alongside your logs instead of in separate tools.

The workspace is shared.

Engineers, product managers and domain experts can work in it together, which matters when judging output quality is not purely a coding question.

Hosting is flexible: multi-tenant SaaS, a dedicated cloud, or self-hosting if your data has to stay on your own infrastructure.

HoneyHive connects through OpenTelemetry and REST APIs.

Expect some setup and integration work before it pays off.

There is a free tier, but it has usage limits, and some advanced features are reserved for the Enterprise plan.

Heavier teams will likely hit those limits and need to talk to sales.