What is LLM Orchestration?
Blog post from Portkey
Large Language Model (LLM) orchestration is a critical process for managing AI applications' interactions with large language models, addressing challenges such as model coordination, cost management, and API usage. This structured approach ensures efficient operation by selecting appropriate models for tasks, caching responses, monitoring performance, and enforcing security protocols across AI workflows. As AI applications scale, LLM orchestration helps manage multiple models, maintain performance, and handle technical issues like downtime and API limits, with backup plans to ensure continuity. It also centralizes policy enforcement for security, data handling, and output quality. Portkey is highlighted as a comprehensive platform that simplifies this orchestration by integrating essential elements such as precise model routing, intelligent caching, cost tracking, and observability, thus allowing teams to deploy advanced LLM applications without the complexity of in-house orchestration logic.
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