About HoneyHive
HoneyHive is a platform for observing, evaluating and improving AI agents that run in production. It is aimed at enterprises that run agents across several teams and stacks.
What it does
HoneyHive records every step of an agent run, including tool calls, prompts and decisions, so teams can replay a run and find where it went wrong. It handles long-running agents with retries, loops and handoffs between sub-agents. Live traffic can be scored, and those scores can be linked to real user outcomes. Alerts can be set on any score, with notice by email or webhook when a threshold breaks.
Key features
- Replay every step of an agent run
- Trace long-running agents with retries and handoffs
- Score live traffic and link scores to outcomes
- Alerts on scores and drift by email or webhook
- Connects through OpenTelemetry and common frameworks
Who it's for
The platform suits enterprise teams, agent developers and operations staff who must keep agents reliable. A solo developer with a simple chatbot may not need this level of tracing.
Pricing and good to know
The site offers a start-for-free option and a demo request. Enterprise features such as access control and data handling are arranged with the vendor. Tracing many steps adds data volume, so review the retention and cost options before you connect production traffic.
Highlights
- Replay every step of an agent run
- Trace long-running agents with retries and handoffs
- Score live traffic and link scores to outcomes
- Alerts on scores and drift by email or webhook
- Connects through OpenTelemetry and common frameworks
