Unstructured and blocked web information currently limits the scale of enterprise AI deployment. Companies are building a new data infrastructure layer to convert raw web content into model-ready formats. This shift targets the gap between the web's original design and the requirements of Large Language Models. Practitioners must prioritize data cleaning to avoid performance bottlenecks.