Every time your extraction pipeline processes another page, your LLM bill grows. Not because you made a bad architectural choice early on, but because the pricing model is working exactly as designed. Tokens in, tokens out, multiplied by however many pages you need to process this month. At low volumes, this feels manageable. At production scale, it becomes the dominant cost in your data infrastructure. The token tradeoff nobody warns you about When you pass a web page to an