This paper introduces a novel quantum optical Bit Commitment (BC) protocol designed to address privacy concerns in AI/ML applications. It provides security proofs in an honest-but-curious setting, leveraging the assumption of secured network transmission lines to overcome known no-go theorems for unconditional quantum BC.