Advertisers and brands are expected to lose an estimated $50 billion as a result of ad fraud by 2025, with one of the most problematic types of ad fraud involving bots designed to mimic human behaviors. Using bots, fraudsters can imitate clicks and engagement KPIs on ad campaigns, wreaking havoc for mobile ad vendors and the advertisers that work with them. So what’s the solution? Firms like Unbotify are pioneering a new approach to bot detection and digital fraud prevention using artificial intelligence and machine learning. Unbotify’s solution analyzes human behavior patterns within websites’ and mobile apps’ user flows in order to differentiate between bots and humans.