The price of an LLM token can range from free to several dollars per million, and the difference between choosing the right model and the wrong one can multiply your AI bill by 10x without improving outcomes. Output tokens cost three to five times more than input tokens, cached tokens cost a fraction of fresh ones, and reasoning models bill for thinking you never see.