Why Production AI Teams Are Building Their Own Web Crawlers

Existing commercial web crawling tools are expensive and unreliable for production LLM workflows, prompting engineers to build custom solutions. The article argues that proper data pipelines—not prompt engineering tricks—are the real foundation of production AI systems. This reflects a maturing trend where data quality and engineering fundamentals matter more than AI hype.