The brief introduces HUMAN Sightline’s Scraping Defense, which stops bots and LLM agents from stealing web content, pricing, and data. Using behavioral analysis, machine learning, and fingerprinting, it detects and mitigates scraping across websites, mobile apps, and APIs. The system blocks malicious scrapers on the first request while allowing organizations to control or monetize legitimate bot and AI traffic. It reduces bandwidth strain, prevents data theft, and ensures clean analytics. With over 20 trillion weekly interactions analyzed, Sightline delivers precise detection, visibility into scraping activity, and real-time adaptive mitigation for sustained protection.

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