Most benchmarks of AI web scraping tools are written at demo scale. A few hundred pages, clean targets, no anti-bot pressure, and a pricing calculator that assumes everything works on the first try. Production looks different. This breakdown covers what actually matters when you are evaluating these tools seriously: how the stacks are actually assembled, where costs compound, what breaks under pressure, and which tradeoffs are worth accepting depending on your volume and team