Model guide

The AI music models, and what you're allowed to do with them.

Who makes each model, how you can get at it, what it costs, how long and how editable its output is, and the licence that decides whether you can use it. Every row links to its source; checked October 28, 2026.

At a glanceChecked October 28, 2026
21 AI music generation models compared, checked October 28, 2026.
ModelMakerAccessVocalsMax lengthPrice
Developer APIs
Eleven Music (v1, v2, v2.5)ElevenLabsSelf-serve API on paid plansYes5 min in the capability docs; the API accepts up to 10 min$0.15 per minute of output (list)
Stable Audio 2.5Stability AISelf-serve API; also on fal, Replicate and on-premisesNo3 min8 Stability credits ($0.08) per generation
Stable Audio 3.0Stability AISelf-serve API (asynchronous: submit, then poll; results kept 24 h)Not verifiedOver 6 min (Large); 6:20 (Medium)8 Stability credits ($0.08) per generation
Lyria 3.5Google DeepMindGemini API, paid tier onlyYesAbout 3 min ("a couple of minutes" in the docs)$0.08 per song
Lyria RealTimeGoogle DeepMindGemini API, experimentalNoContinuous streamNot published
Song-generation apps
Suno (v6)SunoConsumer app; no official developer APIYesNot published for v6Subscription
UdioUdioConsumer app; audio, video and stem downloads disabled since 30 Oct 2025Yes—Subscription
MurekaKunlun TechConsumer app and official developer platformYesNot publishedPer song, through prepaid tiers
MiniMax MusicMiniMaxPaid music API closed to new users from 20 Aug 2026Yes——
Open-weight models
ACE-Step 1.5ACE Studio and StepFunDownload; hosted on fal and othersYes10 s to 10 minSelf-host, or about $0.0002 per second of audio on fal
YuE v1 and YuE2HKUST and M-A-PDownloadYesSeveral minutesSelf-host
HeartMuLa-oss-3BHeartMuLaDownloadYes4 min defaultSelf-host
DiffRhythmNWPU ASLP LabDownloadYes1:35 or 4:45 depending on checkpointSelf-host
MusicGen / AudioCraftMetaDownload; hosted on ReplicateNoAbout 30 sSelf-host, or about $0.05 per run on Replicate
Stable Audio Open 1.0 / SmallStability AIDownload; hosted on falNo47 s (1.0); 11 s (Small)Self-host
Magenta RealTimeGoogleDownloadNoContinuous stream (2 s chunks)Self-host
Royalty-free music APIs
Beatoven.ai (Maestro)Beatoven.aiSelf-serve API keys; also on falNoNot publishedNot published
LoudlyLoudlySales / custom pricingNoSet by requestCustom
MubertMubertSelf-serveNo25 minFrom $49 trial; $199–$499/month tiers
SoundrawSoundrawSelf-serveNo5 min$29.99/month for 100 songs; $300/month for 1,000
CassetteAICassetteAIOn falNoSeveral minutes$0.02 per output minute

Developer APIs

Developer APIs

Models a product can call directly from the company that makes them, with published self-serve pricing.

Eleven Music (v1, v2, v2.5)

ElevenLabs

Song model with vocals and lyrics. v2.5 (Sep 2026) adds composition plans with per-section prompts and lyrics, section inpainting and an audio reference.

Editing and control
Composition plans (sections of 3–120 s), section inpainting, audio reference, finetunes
Licence
Closed. Music Terms set media rights per plan; below top-tier Enterprise they exclude film, TV, radio and studio games.

Licensed from Merlin, Kobalt and Believe at launch; signed a UMG deal on 10 Sep 2026 for a separate fan platform.

Stable Audio 2.5

Stability AI

Instrumental, loop and sound-design model released Sep 2025, built for production audio.

Editing and control
Text-to-audio, audio-to-audio, inpainting and continuation
Licence
Closed. Stability says it was trained only on licensed data.

Stability has strategic alliances with UMG (Oct 2025) and WMG (Nov 2025); all three majors joined its $76M funding round.

Stable Audio 3.0

Stability AI

May 2026 family of four models. Large is API and enterprise only; Small SFX, Small and Medium ship as open weights.

Editing and control
Multi-segment inpainting, continuation, LoRA training on Small and Medium
Licence
Large closed; Small and Medium under the Stability Community License (free below $1M annual revenue).

Lyria 3.5

Google DeepMind

Full songs with vocals and timed lyrics, in the Gemini API since Sep 2026. Single-turn: no editing after generation.

Editing and control
Text and up to 10 reference images; your own lyrics with section tags. No audio input.
Licence
Closed. Every output carries a SynthID watermark.

The Lyria 3 models it replaced were labelled legacy about seven months after launch. Google has not disclosed Lyria 3.5's training data.

Lyria RealTime

Google DeepMind

Experimental live music stream over a WebSocket, steered while it plays.

Editing and control
Live BPM (60–200), scale, density, brightness, drum and bass mutes
Licence
Closed; output is watermarked.

Song-generation apps

Song-generation apps

Consumer products that make full songs with vocals. Most have no official developer API.

Suno (v6)

Suno

The best-known song generator. Moved entirely to v6, v6-wild and v6-mini on 9 Sep 2026; Suno Studio adds a browser workstation.

Editing and control
Plain-language section edits, single-lyric changes, mashups, instrument isolation
Licence
Closed. Commercial use depends on an active paid plan.

Warner settled and licensed Suno in Nov 2025. UMG and Sony filed a second suit on 18 Sep 2026 over 60,202 recordings, including the v6 models. A Munich court found for GEMA against Suno on 31 Jul 2026 (not final).

Udio

Udio

Song generator that settled with UMG and WMG and is building a licensed platform.

Editing and control
—
Licence
Closed.

Settled with UMG (Oct 2025) and WMG (Nov 2025). Sony filed a second suit in Jul 2026.

Mureka

Kunlun Tech

Song generator with vocals, instrumentals, stems and sheet music — the one app in this group that still sells an official developer API.

Editing and control
Lyrics or description input, stems
Licence
Closed.

MiniMax Music

MiniMax

Song models 2.0 to 3.0, now marked discontinued on MiniMax's API. Music 3 has been published as open weights.

Editing and control
—
Licence
Closed API; Music 3 weights on Hugging Face (licence not verified).

Open-weight models

Open-weight models

Weights you can download and run yourself. The licence decides whether you may use them in a paid product — and it can change between versions.

ACE-Step 1.5

ACE Studio and StepFun

Full songs with lyrics in 50+ languages from a language-model planner plus a diffusion renderer. Released Jan 2026; XL variant Apr 2026.

Editing and control
Repaint a region, cover, stem extraction, multi-track layering, accompaniment for a vocal, LoRA from ~8 songs
Licence
MIT (code and weights); the model card permits commercial use of outputs.

Training data is described (licensed, public-domain and royalty-free music plus synthetic audio) but not quantified.

YuE v1 and YuE2

HKUST and M-A-P

Lyrics-to-song models. YuE v1 (Jan 2025) is Apache-2.0; YuE2-3B (Sep 2026) outputs 48 kHz stereo under a stricter licence.

Editing and control
YuE2: cover via score transcription
Licence
v1: Apache-2.0 (attribution requested). YuE2: CC BY-NC 4.0 with a creator carve-out — companies need a licence from the authors.

HeartMuLa-oss-3B

HeartMuLa

Lyrics-plus-tags song model released Jan 2026; generates at roughly real-time speed.

Editing and control
Tags and lyrics
Licence
Apache-2.0.

DiffRhythm

NWPU ASLP Lab

Diffusion song model from timestamped (LRC) lyrics; v1.2 adds editing and continuation.

Editing and control
Edit, continuation
Licence
Apache-2.0.

MusicGen / AudioCraft

Meta

Influential 2023 research family (MusicGen, MusicGen-Melody, JASCO, MusicGen-Style). Instrumental, short clips.

Editing and control
Melody conditioning, style conditioning
Licence
Code MIT; weights CC-BY-NC 4.0 — not for commercial use, including through a hosted endpoint.

Stable Audio Open 1.0 / Small

Stability AI

Short-form sound and loop models with the best-documented training data here: 486,492 Creative Commons recordings from Freesound and the Free Music Archive.

Editing and control
Text only
Licence
Stability Community License: free below $1M total annual revenue, enterprise licence above.

Magenta RealTime

Google

Live, streaming instrumental model trained on about 190k hours of stock music. MRT2 (230M and 2.4B) follows v1.

Editing and control
Text or audio style, steered live
Licence
v1 weights CC-BY 4.0; MRT2 weights licence not stated.

Royalty-free music APIs

Royalty-free music APIs

Background and production-music generators, mostly instrumental, often with stems and tempo control.

Beatoven.ai (Maestro)

Beatoven.ai

Background-music API that returns a mix plus four stems. Fairly Trained certified; says it trained on 3M+ tracks from rights holders.

Editing and control
Four stems (bass, chords, melody, percussion), looping flag
Licence
Commercial use advertised; end-user release terms not published.

Loudly

Loudly

Music API with explicit tempo, key and song-structure parameters; lossless WAV and stems.

Editing and control
BPM, key, duration, structure, stems
Licence
Royalty-free per vendor.

Mubert

Mubert

Generative-music API from 15 s to 25 min with tempo control and swappable part groups.

Editing and control
BPM, mood, intensity, part groups
Licence
Published sublicensing tiers; every plan bars release to streaming services and Content ID registration.

Soundraw

Soundraw

Production-music API trained, it says, only on music it owns. MP3, WAV and stem WAVs.

Editing and control
Stems, length, mood and genre
Licence
Commercial use advertised; licence agreement not public.

CassetteAI

CassetteAI

Fast instrumental generator: a 3-minute 44.1 kHz WAV in under 10 seconds.

Editing and control
Text only
Licence
Listed for commercial use on fal.

Rights and lawsuits

The legal
picture.

Who has settled, who is still in court, and the rules that apply to what you release.

  1. Dec 2, 2026End of the grace period for systems already on the EU market to meet the AI Act's Article 50 machine-readable marking duty, which applies from 2 Aug 2026. digital-strategy.ec.europa.eu
  2. Sep 18, 2026UMG and Sony file a second suit against Suno over 60,202 recordings, arguing its v6 models derive from earlier ones. Suno says v6 was trained from scratch without their recordings. musicbusinessworldwide.com
  3. Sep 10, 2026ElevenLabs signs a licensing deal with UMG. variety.com
  4. Jul 31, 2026Munich Regional Court I finds for GEMA against Suno on six works — training, memorisation, offering the model and outputs. Not final. twobirds.com
  5. Nov 2025Warner Music Group settles with Suno and Udio and licenses both; WMG also forms an alliance with Stability AI. musicbusinessworldwide.com
  6. Oct 2025UMG settles with Udio, which disables downloads the next day; UMG and Stability AI announce a strategic alliance. musicbusinessworldwide.com
  7. Jan 29, 2025US Copyright Office: purely AI-generated material is not copyrightable; human contribution is assessed case by case. copyright.gov

Method

How we
checked.

Each entry was checked on October 28, 2026 against the maker's own documentation, pricing, licence files and terms, with news coverage used only for lawsuits and deals. Where a fact could not be confirmed from a primary source it is left out or marked "not published". Lineups in this field change monthly — prices and versions here may already have moved.

In SoundGen, the Generate page lets you pick the model, and each option states its limits before you spend credits. What you may do with a track depends on the model that made it — see Terms §4.

Product names and trademarks belong to their respective owners. They are used here only to identify the products being described; SoundGen is not affiliated with, endorsed by or sponsored by any of these companies.

Spotted something out of date? Tell us and we'll correct it. For SoundGen against other music apps, see the comparison.

Generate, then
keep editing.

Your first 100 credits are on us — that's 5 thirty-second generations to start with. No card required.