GenAU is an audio generation model developed by Snap Research. It leverages the AutoCap automatic captioning model and the GenAu audio generation architecture to significantly enhance audio quality. It excels in generating environmental sounds and effects, particularly in scenarios with limited data and subpar caption quality. The GenAU model is capable of producing high-quality audio and holds immense potential in the field of audio synthesis.