The burgeoning threat of fraud during international roaming presents a significant challenge for mobile network operators. Traditional Data quality rule-based systems often struggle to adapt to increasingly sophisticated attack vectors, resulting in substantial financial losses and reputational damage. Next-generation agentic artificial intelligenc