Domain-specific large language models are reshaping AI by offering more control and cost-efficiency than general models. Specialized agents work in distributed systems to tackle challenges like LLM deployment skill gaps. The focus is on evaluating automation needs, setting KPIs, and understanding costs to ensure strong ROI.