Unutilized GPU memory and over-provisioned cloud instances are the leading drivers of excessive cloud bills. By implementing Multi-Instance GPU (MIG) slicing, automated spot interruption recovery, and vLLM continuous batching, WOVEN DATA helps enterprises optimize infrastructure spending.