Abstract
A system related to preventing geographic abuse of premium subscription accounts using an artificial intelligence algorithm. The system collects multiple features including HTTP request headers, device characteristics, and third-party data to detect users misrepresenting their geographic location to obtain lower regional subscription rates. The system trains an AI model using verified positive (abusive) and negative (legitimate) cases, fine-tunes the model to distinguish legitimate travel patterns from abusive VPN-based location spoofing, and continuously updates the model with newly verified cases while removing outdated training data.
Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.
Recommended Citation
Wang, Vivien, "Premium Subscription Account Geographic Abuse Prevention Using an Artificial Intelligence Algorithm", Technical Disclosure Commons, (June 16, 2026)
https://www.tdcommons.org/dpubs_series/10467