Top 10 Best Music Transcription Software of 2026

AnthemScore is a leading AI-powered music transcription software that automatically converts audio files like MP3, WAV, and FLAC into professional sheet music notation, including notes, chords, rhythms, and guitar tabs. It excels in polyphonic transcription, handling multiple instruments and voices with high accuracy using deep neural networks. The software supports batch processing, customizable parameters for fine-tuning results, and exports to PDF, MusicXML, MIDI, and more, making it ideal for musicians seeking quick and precise transcriptions.

ScoreCloud is an innovative cloud-based music notation software that excels in automatic transcription, converting audio recordings, sung melodies, or live performances into professional sheet music and lead sheets. It supports real-time notation as you play or sing into a microphone, making it ideal for quick idea capture, and offers features like chord detection, MIDI import/export, and multi-device syncing. While powerful for solo and simple ensemble transcription, it shines in transforming informal performances into editable scores effortlessly.

Melodyne is a professional-grade audio editing software specializing in polyphonic pitch and note transcription from audio recordings. It uses advanced algorithms to detect and display individual notes, chords, and scales, allowing precise editing of pitch, timing, duration, and formants within monophonic or multi-voiced audio. As a plugin for major DAWs or standalone app, it's widely used for corrective editing and music production rather than full notation export.

Transcribe! is a specialized audio player and analysis tool designed for musicians to transcribe music from recordings by ear. It offers variable-speed playback without pitch alteration, precise looping, and visual aids like spectrum analysis, piano keyboard display, and waveform views. Additional utilities include key detection, chord identification, and the ability to analyze stereo channels independently, making it a staple for manual transcription workflows.

AudioScore Ultimate from Neuratron is a specialized music transcription software that converts audio recordings, including live performances and CDs, into professional sheet music, MIDI, MusicXML, and karaoke files. It uses advanced polyphonic pitch recognition to detect notes, rhythms, chords, and instruments across multiple tracks. The tool excels in handling solo instruments, piano, and moderate ensembles, with seamless integration into notation software like Sibelius for further editing.

Klangio (klang.io) is an AI-powered music transcription platform that automatically converts audio recordings into sheet music, MIDI, MusicXML, and Guitar Pro files. It specializes in polyphonic transcription, accurately detecting and separating multiple instruments, vocals, and drums from complex audio sources. The web-based tool processes uploads quickly, making it suitable for musicians, educators, and composers seeking editable notations without manual input.

Piano2Notes is an AI-powered web-based tool specializing in transcribing solo piano audio recordings into sheet music notation, MIDI, or MusicXML formats. Users simply upload audio files from microphones, videos, or existing recordings, and the software analyzes pitch, rhythm, velocity, and pedaling to generate editable scores. It excels in converting practice sessions or performances into printable sheet music, with options for customization like key signatures and tempo adjustments.

Samplab is an AI-driven web-based tool specializing in music transcription, stem separation, chord detection, and BPM analysis from uploaded audio files. It converts audio tracks into editable MIDI piano rolls, isolates vocals, drums, bass, and other elements, and provides harmonic breakdowns for quick remixing or analysis. Ideal for producers handling electronic, beat-driven, or sample-based music, it processes files rapidly without requiring downloads or installations.

Melody Scanner is a user-friendly music transcription tool that converts audio recordings, live microphone input, or uploaded files into sheet music by detecting melody lines, chords, and bass notes. Available as a web app and mobile application for iOS and Android, it supports a wide range of instruments and offers exports in PDF, MIDI, and MusicXML formats. It's particularly geared toward quick transcriptions for practice and learning, though it excels more with simpler monophonic or homophonic music than complex polyphony.

Soundslice is a web-based platform specializing in interactive music notation synced precisely to audio, enabling manual transcription, editing, and practice of musical pieces. Users upload audio and create or edit sheet music that plays in perfect sync, with tools for looping, speed control, and annotations. It's particularly useful for transcribers and musicians who prefer hands-on notation work over fully automated AI solutions.