The brief outlines HUMAN’s Scraping Defense, a solution that protects publishers from bots stealing content or contextual data for unauthorized use or monetization. Using machine learning, behavioral analysis, and fingerprinting, it identifies and blocks scraping activity in real time while minimizing false positives. Publishers can control bot interactions by choosing to allow, block, or monetize access through bot paywalls. The system provides detailed reporting, visibility into AI-driven traffic, and continuous model updates. Integrated within HUMAN’s Application Protection suite, it safeguards digital assets, preserves revenue, and ensures fair, compliant content access.

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