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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

23 tools
  1. Eustasia

    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
  2. MusicGen

    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
  3. BACH

    Best forDevelopers exploring local symbolic song models

    A local research tool for generating editable songs from lyrics, style tags, and symbolic scores.

    • Vocal generation
    Open source Our BACH verdict → Visit BACH
    3.0/10★★☆☆☆
    Visit BACH
  4. Best forDevelopers building ambient-music experiences

    A developer-focused ambient generator with local tools, APIs, and live controls.

    3.0/10★★☆☆☆
    Try LatentScore Live
  5. MusicGPT

    Best forLocal developers using MusicGen models

    A practical local interface for developers working with MusicGen models.

    3.0/10★★☆☆☆
    Visit MusicGPT
  6. 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
  7. 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
  8. 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
  9. 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
  10. 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
  11. Audilo

    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
  12. Endel

    Best forListeners wanting adaptive wellness soundscapes

    A wellness soundscape generator with adaptive playback across devices and platforms.

    • Audio upload
    Free plan · 7-day trial Our Endel verdict → Visit Endel
    3.0/10★★☆☆☆
    Visit Endel
  13. Lacuna

    Best forLyricists refining structured multilingual songs

    A strong lyric workspace with structured editing, but narrower music-generation depth.

    3.0/10★★☆☆☆
    Visit Lacuna
  14. 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
  15. Best forAI audio restoration with some generation

    A restoration-first audio workspace with music generation included.

    3.0/10★★☆☆☆
    Visit MusiCraft
  16. 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
  17. AudioGen

    Best forResearchers building custom sound-generation systems

    A research-focused local model for generating environmental audio from text.

    3.0/10★★☆☆☆
    Visit AudioGen
  18. Muse

    Best forMusicians transcribing recordings into editable tracks

    A focused local transcription tool for turning recordings into editable MIDI.

    Free plan Our Muse verdict → Visit Muse
    2.0/10★☆☆☆☆
    Visit Muse
  19. 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
  20. Async

    Best forPodcasters needing AI recording tools

    A capable AI recording suite, but not a focused music-generation tool.

    Free plan Our Async verdict → Visit Async
    0.5/10☆☆☆☆☆
    Visit Async
  21. BELLOWS

    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
  22. Sonic

    Best forDevelopers needing self-hosted full-text search

    A self-hosted open-source search backend, not an AI music generator.

    Open source Our Sonic verdict → Visit Sonic
    0.1/10☆☆☆☆☆
    Visit Sonic
  23. 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

#ToolFree planPaid fromScore
101EustasiaNo3.0
102MusicGenFree3.0
103BACHFree3.0
104LatentScore LiveFree3.0
105MusicGPTFree3.0
106MusicFX DJYesFree3.0
107Ketchup AINo$9.90/mo3.0
108Khala (now Shao)Free3.0
109BeMusic AI CoverNo$12/mo3.0
110Teoot OrchestraYesFree3.0
111AudiloYes$89.99/yr3.0
112EndelYes3.0
113LacunaYes$9.50/mo3.0
114Text2Song StudioFree3.0
115MusiCraft AI Audio EnhancerYes$7.49/mo3.0
116SongGeneration-v2YesFree3.0
117AudioGenYesFree3.0
118MuseYesFree2.0
119SparkStationYes1.0
120AsyncYes$11.99/mo0.5
121BELLOWSYesFree0.1
122SonicFree0.1
123ImagineArtYes0.1

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update