Designing GenAI Infrastructure: How to Scale Video Generation

Your GPU cluster is at 98% utilization. Latency for a five-second video clip has spiked to 40 seconds. Users are reporting timeouts, and your cost-per-inference is eroding your entire margin. This is a common breaking point for many AI startups. Standard request-response architectures are fundamentally ill-equipped for the demands of Generative AI. Here is why they fail and how to build a system that actually scales. The Challenge: The GPU Bottleneck Generating a video is not like serving a traditional.