The AI Summary Said "It's Not a Scam." The Springboard Was Your Site's Search Box A developer warns that AI search summaries can be manipulated by attackers who plant fake claims on legitimate websites via site-search spam. The attack exploits indexed search result pages on trusted domains, causing AI overviews to repeat false statements like 'XX is not a scam.' The developer recommends immediate defenses such as noindex tags and 404-on-zero-hits to prevent sites from being used as springboards for AI-generated misinformation. Last August, a man planning a cruise googled Royal Caribbean's customer service number. Google's AI Overview served him a phone number at the top of the results. He called it, handed over his card details, and the number belonged to scammers. Similar cases hit Southwest Airlines searches. That variant, fake support numbers planted where AI summaries would pick them up, got plenty of coverage. Last week, Japan's Metropolitan Police announced a quieter variant that I think deserves more attention from developers, because the attack surface sits on legitimate sites: the search box. Possibly the one on yours. Here's the scene the police described: someone gets invited into an investment group on social media. Before sending money, they do the sensible thing and search the group's name. The results show "XX is not a scam" and "I made money with XX." The AI summary at the top of the page agrees: "XX is not a scam." Reassured, they transfer the money. The victim's verification habit -- "let me search before I trust this" -- has been folded into the trap. When I read the report, my first question was: how? I work on LLMO optimizing sites to get cited by AI search day to day, so I suspected one of the search-pollution techniques floating around SEO circles. The trail led to something older and dumber than I expected: site-search spam, documented by the Japanese SEO firm JADE back in February 2023. This post covers the mechanism, why AI summaries repeat the lie, and the defenses you can ship this week noindex, X-Robots-Tag , 404-on-zero-hits . Most sites with a search box return results at a URL like /search?q=keyword . Two properties of a typical implementation set up the attack: