Rajesh Balaji

LLMOps at Scale: Reliability, Cost Governance, and Multi-Model Orchestration for Enterprise Generative AI Platforms

Enterprise deployments of large language models (LLMs) expose a class of operational challenges that differ fundamentally from classical machine-learning services: probabilistic outputs, prompt sensitivity, token-based costs that scale with request volume, multi-provider availability variability, and the absence of a s...