HoneyHive

What HoneyHive is

HoneyHive is a platform for keeping agents honest after they ship. It tracks events and behaviour, supports continuous evaluation of agent quality, and provides prompt management and monitoring so teams can see when an agent drifts rather than discovering it from user complaints.

What you can do with it

• Track agent events and behaviour
• Run continuous quality evaluations
• Manage prompts and experiments
• Monitor production behaviour
• Compare versions before release

Who it is for

• AI engineering teams
• Platform teams running agents
• Enterprises scaling agent deployments

What to watch out for

• Evaluation is only as good as the test sets and metrics you define; generic scores mislead
• Recorded traces contain user inputs, so redact personal data and set retention
• Monitoring without alert thresholds produces dashboards nobody watches
• Continuous evaluation costs compute, which needs budgeting