Monitor AI Applications in Real-Time with Maxim's Enterprise-Grade LLM Observability Platform
Introduction: The Black Box Problem in AI Systems
Imagine deploying a complex microservices application without logs, traces, or metrics. You'd be flying blind - unable to debug failures, optimize performance, or understand user behavior. Yet this is exactly how many teams ship AI applications today.
Traditional monitoring tools
