ACE-Step

Open-source music generation foundation model

Open sourceArtificial Intelligence+2Listed Oct 23, 2026

About ACE-Step

What ACE-Step does

AINave analysis

Generates complete songs with vocals and instrumentals from text prompts and lyrics.

Best for
MusiciansDevelopersResearchers
Use it to
  • Generating songs from text prompts and lyrics
  • Creating instrumental tracks
  • Generating vocals in multiple genres
  • Fine-tuning a music generation model
  • Integrating music generation into other software via API

Based on ACE-Step's listing and website.

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    Suno V6

    Suno V6 – AI Music Generator for Songs and Instrumentals

    Pick it if you want a paid, web-only generator for vocal or instrumental tracks, with optional automatic lyric writing and in-browser playback.

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    MuseGen

    All-in-one AI music generator

    Pick it if you need songs with vocals plus stem separation, audio-to-MIDI conversion and music video generation, with API access and a free tier.

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    Covers most of itFreemiumCosts more than ACE-StepView MuseGen