Comprehensive AI infrastructure audit and architecture blueprint. Assess your current systems, identify gaps, and receive a detailed roadmap for scalable AI deployment. Covers model serving optimization (vLLM, TensorRT), GPU cluster architecture, data pipeline maturity, MLOps/LLMOps workflows, cost analysis, and security/compliance (NIST AI RMF). Includes performance benchmarking, scalability assessment, and actionable recommendations for production AI systems.