LLMOps

LLMOps (large language model operations) is a specialized discipline within machine learning operations focused on managing the life cycle of large language models (LLMs) in enterprise environments. It encompasses tools, practices, and workflows for deploying, monitoring, scaling, updating, and securing LLMs in production. LLMOps addresses challenges unique to generative artificial intelligence (Gen AI) – such as prompt engineering, output evaluation, hallucination mitigation, cost optimization and responsible AI governance. It ensures that LLMs are integrated effectively into applications, perform reliably over time, and comply with ethical, legal, and business requirements. LLMOps is essential for operationalizing Gen AI at scale with safety, efficiency and accountability.