With the global scam economy growing at alarming speed, industry-wide scam prevention is critical. Criminal networks exploit digital and mobile channels to deceive, steal, and manipulate. Losses exceeded a trillion dollars worldwide in 2024 alone, showing how widespread the problem has become. Beyond financial losses, these attacks erode trust in the digital ecosystem and mobile services, and lead to enormous emotional distress for victims.