Deepfakes Make Video Calls Dangerous, On-Device Detection Is The Answer

Deepfakes enable criminals to impersonate individuals in real-time video calls, undermining trust in visual and audio evidence. The Arup case in 2024 revealed fraudsters used fake voices, signatures, and images to deceive. Seeing someone on screen no longer guarantees authenticity. On-device detection tools are now essential to identify deepfakes in real time without cloud reliance. This shift is critical for users in legal, business, and personal communication settings where authenticity is paramount.