Transcribe-anything is a multi-backend application that leverages Whisper AI for speech-to-text transcription. It supports various Whisper backends and WhisperX for enhanced accuracy, providing features like speaker diarization that partitions conversation by speaker and outputs a speaker.json file. The tool works locally, runs on Mac ARM, Windows, and Ubuntu, and processes both local files and URLs while keeping transcription private and free.