Applio is a voice conversion tool that leverages PyTorch-based deep learning models such as RVC and VITS to perform voice cloning, conversion, and synthesis. It provides text-to-speech and speech-to-speech capabilities through a web interface, supports plugin extensions, and offers deployment options via Google Colab and Hugging Face.