product · May 21, 2026

Runpod publishes guide comparing AI inference versus training GPU costs and workloads

Runpod published the guide AI Inference vs. Training: GPU Selection, Cost Profiles, and When to Use Each in Production on May 19, 2026. The article details Runpod Flash with FlashBoot for cold-start times of 563ms to 2.3s and per-second Pod billing with no minimum commitment. Network Volumes cost $0.07 per GB per month with no egress fees. Training Llama 3.1 70B requires 840GB minimum VRAM while inference needs 140GB fp16 or 35-45GB quantized; H100 FP8 delivers 2-4x gains over A100 FP16. Serverless Active workers run 20-30% cheaper than Flex mode.