Most teams buying compute have no framework for right-sizing it, and the cost of that gap is real. Drawing on experience at AWS and NVIDIA, this session walks through how GPUs perform in real systems, when a CPU is the better call, and what the difference means for budget and runway. A practical, scenario-based playbook for founders and builders who want smarter AI infrastructure decisions.