Generative AI tools now enable scammers to produce fake ads at scale. Google counters this by deploying its own AI models to detect and block these fraudulent patterns in real time. This arms race pits automated creation against automated detection. Security practitioners must now prioritize behavioral signals over static content filters to catch evolving threats.