From Testing to Tracking: Why AI Agents Need Real-Time Monitoring in Production

Pre-deployment evaluations often fail to predict how AI agents behave under unpredictable real-world traffic and API latencies. Real-time monitoring provides the critical visibility needed to manage large-scale agent fleets, allowing teams to catch performance drift before it impacts user experience.