What is AIOps?

AIOps enhances the operational management of LLM systems by focusing on how requests are executed rather than merely monitoring system health, addressing the inadequacies of traditional MLOps approaches. While standard monitoring tools indicate if a system is operational, they fail to capture nuanced issues like output quality, cost surges, or specific model decision impacts. AIOps introduces an operational layer that enables end-to-end request traceability, allowing for unified tracing of every request through its execution path, and facilitating quicker debugging and comprehensive governance. It provides a framework for centralized routing policy enforcement, access control, and real-time usage monitoring, which helps prevent unexpected costs and aligns model usage with organizational constraints. Through platforms like Portkey's AI Gateway, AIOps offers teams improved visibility and control, resulting in more predictable costs, faster issue resolution, and consistent model behavior by governing routing and policies comprehensively across services.

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