Google AI Edge appears to be a rebranding of previous technologies like TensorFlow Lite and MediaPipe, specifically designed for on-device AI deployment. While it seeks to unify AI deployment across platforms, users express skepticism regarding its originality and Google's commitment to maintaining the product. Concerns include Google's historical product management approach and the potential for lack of long-term support for new offerings. Overall, the clarity of what Google AI Edge truly entails is in question, leading to a mix of anticipation and doubt in the tech community.