P2P platform NoOnes has integrated an artificial intelligence system into its escrow trading mechanism to proactively identify potentially fraudulent transactions. The model analyzes user behavior in real-time, assessing factors such as changes in transaction activity, payment method inconsistencies, and price deviations, thereby suspending or flagging suspicious transactions. According to reports, the pilot project has reduced disputed transactions by 28% and identified up to 85% of potential risks during the transaction process, transforming fraud prevention from passive response to proactive prevention.