While labs brag about ceilings, DeepSeek brags about the bill. Artificial Analysis pegs V4-Flash at roughly $0.14 per million input tokens and $0.28 per million output, with average test costs around three cents versus dollars for Claude Fable 5 and GPT-5.6 Sol. CNA framed it next to Alibaba’s Qwen surge. Open-weight China keeps punching the price chart. It matters because enterprises that were priced out of Western APIs suddenly have a serious alternative. Caveat: cheap tokens still need quality you can trust on your own evals.