HoneyHive

An agent observability platform that traces, evaluates, monitors, and improves production AI agents. It solves the problem of silent failures, drift, and regressions in AI agents by providing full trace inspection, live traffic evaluation, and alerting. It targets enterprises running mission-critical AI, including engineering, data, and operations teams. The platform is delivered as a SaaS with a free tier and enterprise pricing, and it differentiates by focusing on production-grade observability and evaluation.

Key features

• Trace every prompt, tool call, output, handoff
• Replay any run step by step
• Debug long running agents with retries and loops
• Monitor quality in production with live traffic
• Set thresholds and get alerts on drift
• Evaluate agents offline against datasets
• Build and manage regression suites from production cases
• Turn expert review into evaluation data
• Version, test, and deploy prompts