Most people who start using AI models for web data collection do not realize they have a cost problem until the bill arrives. By then, they have already built workflows around the approach, and switching feels disruptive. This piece is about what actually happens when you rely on AI for ongoing data collection, and why the economics rarely work the way the initial tests suggest. The assumption: a few cents per page adds up slowly The reality: token costs compound faster than