2026 Serverless GPU, Dedicated H100/A100 & Open-Weight LLM Inference Break-Even Dataset + Cost CLI (Modal, RunPod, Baseten, Together AI, Fireworks)

Running open-weight LLMs (Llama 4, Qwen 3, DeepSeek), Whisper, or Flux on serverless GPUs seems cheap until a 60-second scaledown window or per-minute billing granularity keeps an H100 replica warm 24/7 ($2,844 to $4,745/month), whereas dedicated replicas burn money below 35% utilization.

Included in this verified 2026 dataset and CLI bundle:

Use code STACKOPS20 at checkout for 20% off.