We use quantum field theory in curved spacetime to show that gravitational redshift induces a unitary transformation on the state of propagating photons. This occurs for realistic photons characterized by finite bandwidth, while ideal with sharp frequencies do not transform unitarily. find is mode-mixing operation, and we devise protocol exploits gravity induce Hong-Ou-Mandel-like interference ...