This interactive peer-to-peer discussion will address infrastructure choices for deploying AI in production. Given factors such as GPU availability, data location, latency, and costs, how should priorities be set? The discussion will provide an opportunity to compare deployment experiences and the technical and financial trade-offs that influence architectural decisions.