problem solution
What happens when a legitimate user has unusual scrolling due to accessibility tools?
BotRefund treats signals like Constant Scroll Speed as evidence, not verdicts, precisely because accessibility tools, privacy tools, corporate networks, and unusual devices can cause genuine users to show unexpected patterns. The system cross-checks the anomaly against 105 other independent signals across browser,...
What happens when a legitimate user has unusual scrolling due to accessibility tools?
BotRefund treats signals like Constant Scroll Speed as evidence, not verdicts, precisely because accessibility tools, privacy tools, corporate networks, and unusual devices can cause genuine users to show unexpected patterns. The system cross-checks the anomaly against 105 other independent signals across browser, network, device, and behavior data. Only when the AI prediction sees a consistent pattern across multiple layers does it classify the visit as a bot. This design minimizes false blocks on legitimate users with unusual but human browsing patterns.