MusicGen generates music with controls based on text and melody inputs.
The Best Waveformer Alternatives in 2026
Looking for something like Waveformer? Here are 24 alternatives, ranked by how closely they match it on purpose, features and platforms. Of these, 1 are free or have a free plan and 2 are open source.
Waveformer uses MusicGen to create music from text and save it as audio or a waveform video.
Top picks at a glance
Quick comparison
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | MusicGen | — | Yes | — |
| 2 | Ace Step 1.5 | — | Yes | — |
| 3 | MusicGen | — | Not stated | Web |
| 4 | AudioX | — | Not stated | Web |
| 5 | Mubert | Freemium | Not stated | Web |
| 6 | Boppy | — | Not stated | Web |
| 7 | MusicGPT | — | Not stated | Web |
| 8 | beatoven.ai | — | Not stated | Web |
| 9 | Review | — | Not stated | Web |
| 10 | Suno AI Music | — | Not stated | Web |
All Waveformer alternatives
ACE-Step is a local music generation model supporting Mac, AMD, Intel, and CUDA devices.
MusicGen
huggingface.co/spaces/facebook/MusicGenMusicGen generates an audio track from a music description and can use a short melody as a guide.
AudioX
audiox.appAudioX generates music from text prompts and connects audio, video, and image tools for creating media.
Mubert generates royalty free music from text prompts for online projects.
Boppy
boppy.meBoppy creates complete songs from a user’s idea, including lyrics and music.
MusicGPT
musicgpt.comMusicGPT generates and edits songs, beats, instrumentals, and sounds, with stem splitting and voice changes.
beatoven.ai
beatoven.aiBeatoven.ai generates and customizes royalty-free background music for videos, podcasts, and games.
Review
producthunt.com/products/ai-song-makerThis AI song maker turns text and lyrics into generated music tracks for users to explore.
Suno AI Music
sunoai-music.comSuno AI Music generates songs from text prompts and offers simple, custom and instrumental modes alongside a selectable model.
Amadeus Code
amadeuscode.com/enAmadeus Code provides music AI infrastructure for training data, audio supply, and royalty management.
voicetoinstrument.com
voicetoinstrument.comThis AI audio tool converts a voice recording into an instrument sound such as piano, guitar, violin, or saxophone.
Ecrett Music
ecrettmusic.comEcrett Music lets users create royalty-free music tracks through its online service.
Lyria by Google DeepMind
deepmind.google/blog/transforming-the-future-o…Google DeepMind describes a music generation model and experiments intended to explore new ways to create music.
MusicLM
google-research.github.io/seanet/musiclm/examp…MusicLM explores ways to generate music based on written descriptions.
Suno
suno.comSuno generates original music and lets users share songs and discover work from other artists.
MusicCreator AI
musiccreator.aiMusicCreator AI generates songs and royalty-free music, with tracks up to eight minutes listed on its page.
StemGen: A music generation model that listens
julian-parker.github.io/stemgenExamples for ICASSP2024 paper “StemGen: A music generation model that listens”.
Google Flow Music
flowmusic.appGoogle Flow Music supports creating, remixing, and sharing songs with generative AI.
AIVA provides an AI music generation assistant for creating original music.
AI Song Maker creates royalty free music tracks based on prompts supplied by the user.
Yue AI
yueai.aiYue AI generates full-length songs from lyrics, including vocals, instrumentals, and arrangements.
MuseGen
musegen.orgMuseGen creates songs from a short prompt, including melodies, lyrics, and vocals.
AI Jukebox
huggingface.co/spaces/enzostvs/ai-jukeboxAI Jukebox generates an audio clip from a music description, with controls for length, style, and mood.
Alternatives to similar tools
What is the best alternative to Waveformer?
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