Optimizing LLM Inference on a Cloud Budget for 2026 and Beyond

Cloud Architect's 2026 Guide to Cheaper, Faster LLM Inference Three months ago I opened our quarterly cloud spend dashboard and almost choked on my coffee. Our LLM inference line item had ballooned to 14% of the entire infrastructure budget. We were running what I thought was a "moderately busy" mul