Voice AI in Production: From RunPod to Hosted Kubernetes

Your voice model works in a demo. The same model in production stalls under concurrent load. The model file is identical. So is the GPU card. Only the deployment changed. If your TTS service runs on a single RunPod pod, you've already met this wall. You handle one request per GPU at a time. A crash