Yes, HSMs can significantly reduce the risk of phishing attacks by adding a layer of authentication. By using digital signatures generated by HSMs, recipients can verify the sender's identity, ensuring that the email is from a legitimate source. This helps in building trust and improving the overall security of email communications.