Labelling 50,000 Web Resources with LLMs for Free: What Worked When the Official APIs Said No
We're labelling 50,000 web resources, some adult, for $0. Claude Pro, Google AI Pro, AI Studio, NVIDIA and OpenRouter compared on quality, refusals and cost.