1University of North Carolina at Chapel Hill, 2Microsoft Azure Cognitive Services Research * Work done at Microsoft internship and UNC. †Corresponding Authors We present Composable Diffusion (CoDi), a novel generative model capable of generating any combination of output modalities, such as language, image, video, or audio, from any combination of input modalities. Unlike existing generative AI sy