Prefactor monitors and controls AI agent runs in real-time
The Neuron
Prefactor released a platform that monitors AI agent behavior in real-time, automatically evaluating runs for quality, drift, and risk, then pausing or blocking problematic actions without human intervention. The system installs via CLI and SDK in minutes for frameworks like LangChain and Claude, scoring every agent call through custom evaluation metrics including LLM-as-judge and data-risk detection. Teams can now enforce policies at runtime rather than merely observing agent failures after they occur, converting static monitoring dashboards into automated control loops.
Why it matters
Prefactor scores every AI agent run for quality, drift, and risk in real time, then pauses, approves, or blocks bad runs before they reach users.
