Why is local inferencing cheaper at scale?

Because cloud LLMs are billed per token, and routine enterprise AI consumes enormous token volume — millions of embeddings per day, classification on every record, retrieval scoring per query. At enterprise scale, owned local inference hardware amortizes faster than per-token cloud spend, often within months. The pl