LLM Deployment on Azure: Azure OpenAI vs. Self-Hosted Open-Source Models — A Cost and Architecture Decision Framework

A practical decision framework for choosing between Azure OpenAI and self-hosted open-source LLMs on Azure, covering cost, control, GPU operations, data protection, and production architecture trade-offs.