HUMAN Malvertising Defense is a behavioral malvertising prevention solution that safeguards publishers, platforms, and their audiences from attacks executed through the digital advertising ecosystem. Easily implemented via page-level code, Malvertising Defense protects publishers by blocking potentially harmful or deceitful code within ads from unprotected platforms but renders to ensure revenue without threat. Malvertising Defense alerts protected platforms to detected malicious ads within the creative and allows them to keep the ad from ever being served. In both cases, Malvertising Defense’s behavioral approach results in superior detection of malicious behavior with lower costly false positive rates and diminished ROI for malvertisers.