Voice fraud poses a growing threat to both financial institutions and consumers. This deceptive practice leverages advancements in artificial intelligence to forge legitimate voices, leading financial harm. To address this increasing danger, effective security measures are essential. Financial institutions must adopt multi-factor authentication, bi