How does AI detect friendly fraud in disputes?

AI looks for patterns across the cardholder's history and the transaction evidence: repeated disputes, delivery confirmation, device and login data, prior undisputed purchases from the same merchant, and continued use after a claim. These signals should route a case to analyst review rather than trigger automatic denial, since legitimate disputes must still be honored.