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For users of language models, real-time model pricing means you see the per-token cost update as you type or adjust settings. It's like a gas pump meter for AI, showing the running total for a prompt and its completion before you commit to the full generation. This transparency helps avoid surprise bills, especially when experimenting with large models or long outputs.