AI Music Generators: ranks 101–123
Page 3 of 3 of the full AI music generators ranking. Every tool here is researched from its official pricing and product pages. See our top picks →
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
Ranks 101–123 of 123 tools, best first
-
Best forMobile users wanting multilingual song videos
A focused iOS and macOS app for multilingual songs, vocals, and music videos.
- Commercial use
- Vocal generation
3.0/10★★☆☆☆Visit Eustasia -
Best forDevelopers building self-hosted music tools
A flexible open model for local music generation, with commercial-use limits.
- Audio upload
3.0/10★★☆☆☆Visit MusicGen -
Best forDevelopers exploring local symbolic song models
A local research tool for generating editable songs from lyrics, style tags, and symbolic scores.
- Vocal generation
3.0/10★★☆☆☆Visit BACH -
Best forDevelopers building ambient-music experiences
A developer-focused ambient generator with local tools, APIs, and live controls.
3.0/10★★☆☆☆Try LatentScore Live -
Best forLocal developers using MusicGen models
A practical local interface for developers working with MusicGen models.
3.0/10★★☆☆☆Visit MusicGPT -
Best forFree users ideating and remixing generative music
A free web tool for exploring, remixing, and shaping short generative music sessions.
3.0/10★★☆☆☆Visit MusicFX DJ -
Best forStructured songs with commercial licensing
A structured song generator for creators who need vocals and commercial licensing.
- Commercial use
- Vocal generation
3.0/10★★☆☆☆Visit Ketchup AI -
Best forSelf-hosted open full-song generation
A developer-focused system for generating complete songs on self-hosted NVIDIA hardware.
- Vocal generation
3.0/10★★☆☆☆Visit Shao -
Best forCreators focused specifically on AI voice covers
A focused cover generator with strong voice tools but limited commercial rights.
3.0/10★★☆☆☆Try BeMusic AI Cover -
Best forFree browser-based composition
A focused free tool for building and exporting layered instrumental compositions in a browser.
3.0/10★★☆☆☆Try Teoot Orchestra -
Best forBudget users wanting basic AI song creation
A low-cost web tool for basic AI song creation, uploads, and enhancements.
- Audio upload
3.0/10★★☆☆☆Visit Audilo -
Best forListeners wanting adaptive wellness soundscapes
A wellness soundscape generator with adaptive playback across devices and platforms.
- Audio upload
3.0/10★★☆☆☆Visit Endel -
Best forLyricists refining structured multilingual songs
A strong lyric workspace with structured editing, but narrower music-generation depth.
3.0/10★★☆☆☆Visit Lacuna -
Best forResearchers training and evaluating music models
A research-focused text-to-music workspace for generation, feedback, datasets, and LoRA fine-tuning.
3.0/10★★☆☆☆Try Text2Song Studio -
Best forAI audio restoration with some generation
A restoration-first audio workspace with music generation included.
3.0/10★★☆☆☆Visit MusiCraft -
Best forResearchers generating multilingual vocal songs
A capable research tool for multilingual songs, with local deployment and noncommercial licensing.
- Stem export
- Audio upload
- Vocal generation
3.0/10★★☆☆☆Visit site -
Best forResearchers building custom sound-generation systems
A research-focused local model for generating environmental audio from text.
3.0/10★★☆☆☆Visit AudioGen -
Best forMusicians transcribing recordings into editable tracks
A focused local transcription tool for turning recordings into editable MIDI.
2.0/10★☆☆☆☆Visit Muse -
Best forVideo creators needing incidental generated audio
A capable AI video workspace, but not a focused standalone music generator.
- Commercial use
1.0/10☆☆☆☆☆Visit SparkStation -
Best forPodcasters needing AI recording tools
A capable AI recording suite, but not a focused music-generation tool.
0.5/10☆☆☆☆☆Visit Async -
Best forDevelopers building browser-native music tools
A capable browser audio engine for developers, but not an AI music generator.
- Commercial use
0.1/10☆☆☆☆☆Visit BELLOWS -
Best forDevelopers needing self-hosted full-text search
A self-hosted open-source search backend, not an AI music generator.
0.1/10☆☆☆☆☆Visit Sonic -
Best forUsers seeking a broader AI creative suite
A broad AI creative suite, but its published strengths are image-focused rather than music-focused.
0.1/10☆☆☆☆☆Visit ImagineArt
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Score |
|---|---|---|---|---|
| 101 | Eustasia | No | 3.0 | |
| 102 | MusicGen | Free | 3.0 | |
| 103 | BACH | Free | 3.0 | |
| 104 | LatentScore Live | Free | 3.0 | |
| 105 | MusicGPT | Free | 3.0 | |
| 106 | MusicFX DJ | Yes | Free | 3.0 |
| 107 | Ketchup AI | No | $9.90/mo | 3.0 |
| 108 | Khala (now Shao) | Free | 3.0 | |
| 109 | BeMusic AI Cover | No | $12/mo | 3.0 |
| 110 | Teoot Orchestra | Yes | Free | 3.0 |
| 111 | Audilo | Yes | $89.99/yr | 3.0 |
| 112 | Endel | Yes | 3.0 | |
| 113 | Lacuna | Yes | $9.50/mo | 3.0 |
| 114 | Text2Song Studio | Free | 3.0 | |
| 115 | MusiCraft AI Audio Enhancer | Yes | $7.49/mo | 3.0 |
| 116 | SongGeneration-v2 | Yes | Free | 3.0 |
| 117 | AudioGen | Yes | Free | 3.0 |
| 118 | Muse | Yes | Free | 2.0 |
| 119 | SparkStation | Yes | 1.0 | |
| 120 | Async | Yes | $11.99/mo | 0.5 |
| 121 | BELLOWS | Yes | Free | 0.1 |
| 122 | Sonic | Free | 0.1 | |
| 123 | ImagineArt | Yes | 0.1 |
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update













