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Text-to-music models ranked by people who listened to two tracks without knowing which model made them, and picked the better one. Green rows are open models: you can download them and make music on your own computer, free.

Best open modelStable Audio 3 Mediumscore 1226 · Stability AI Community License
Best overallStable Audio 3 Mediumscore 1226 · open weights
Blind votes8K16 models ranked, 9 open

Ranking

Score from blind votes (1000 = average), axis starts at 750. Green = open weights you can download, grey = closed.

What this shows · How to read it

What it shows. Every music model with at least 200 blind votes on Music Arena, by how often listeners preferred it.

How to read it. Longer bar, preferred more often. 1000 is the average model; 100 points more means it wins about 64% of the time against an average one. Green bars are open models you can download.

#ModelScoreVotesWeightsSizeSpeed (open models)Last vote
1 Stable Audio 3 Medium
Stability AI
1226
±39
496 Stability AI Community License
free for individuals and companies under $1M a year in revenue
2.31 B faster than real time
0.02 s of compute per s of music
30 Jul 2026
2 Lyria 3 Pro (preview)
Google
1183
±24
1K Closed — — 29 Jul 2026
3 Riffusion FUZZ 1.0
Riffusion
1181
±28
863 Closed — — 20 Feb 2026
4 Riffusion FUZZ 1.1
Riffusion
1132
±22
1K Closed — — 19 Feb 2026
5 Sonauto v3 (preview)
Sonauto
1081
±40
308 Closed — — 15 Apr 2026
6 Lyria 3 (30 s)
Google
1054
±32
470 Closed — — 15 Apr 2026
7 Sonauto v2.2
Sonauto
1028
±16
2K Closed — — 31 Jul 2026
8 Eleven Music v1
ElevenLabs
1009
±16
2K Closed — — 31 Jul 2026
9 ACE-Step 1.5 Turbo
ACE-Step
953
±19
1K MIT 1.7 B
under 4 GB of VRAM, says the official card
faster than real time
0.36 s of compute per s of music
31 Jul 2026
10 Magenta RealTime (large)
Google
918
±20
1K CC BY 4.0
credit Google
— faster than real time
0.9 s of compute per s of music
31 Jul 2026
11 Magenta RealTime 2 (base)
Google
883
±36
443 CC BY 4.0
credit Google
2.4 B slower than real time
1.13 s of compute per s of music
31 Jul 2026
12 Stable Audio Open 1.0
Stability AI
882
±22
1K Stability AI Community License
free under $1M a year in revenue
1.21 B faster than real time
0.34 s of compute per s of music
4 Jun 2026
13 MusicGen Medium
Meta
880
±23
1K CC BY-NC 4.0
non-commercial only
— slower than real time
2.21 s of compute per s of music
31 Jul 2026
14 MusicGen Small
Meta
853
±27
726 CC BY-NC 4.0
non-commercial only
0.59 B slower than real time
1.14 s of compute per s of music
18 Feb 2026
15 Stable Audio Open Small
Stability AI
800
±29
703 Stability AI Community License
free under $1M a year in revenue
0.5 B faster than real time
0.03 s of compute per s of music
13 Feb 2026
16 ACE-Step v1 (3.5B)
ACE-Step
784
±59
347 Apache 2.0 3.5 B faster than real time
0.29 s of compute per s of music
15 Oct 2025
2 models with fewer than 200 votes
#ModelScoreVotesWeightsSizeSpeed (open models)Last vote
1 Anonymous preview (jerboa)
Undisclosed
1077
±61
127 Anonymous — — 23 Sept 2025
2 Anonymous preview (ocelot)
Undisclosed
1075
±59
134 Anonymous — — 25 Sept 2025

Listen to real examples

Tracks made in Music Arena’s blind tests from the same list of prompts, published under CC BY 4.0. They play from Hugging Face. No public tracks for Stable Audio 3 Medium, Stable Audio Open 1.0, Stable Audio Open Small: their makers did not allow the release.

Lyria 3 Pro (preview)Closed · 1183
“Bubblegum pop teenager singing about crushes”
“Delta blues gravelly voice and slide guitar”
“Qawwali devotional singing”
Riffusion FUZZ 1.0Closed · 1181
“Yodeling alpine folk songs echoing in the mountains”
“Minimalist piano composition exploring silence and space”
“Neo-soul vocalist improvising over jazz chords”
Riffusion FUZZ 1.1Closed · 1132
“Neo-soul vocalist improvising over jazz chords”
“Synth-pop vocalist robotic processed effects”
“Fado singer, Portuguese lyrics, melancholy”
Sonauto v3 (preview)Closed · 1081
“Rap battle aggressive wordplay and punchlines”
“Reggae dub echoes”
“Celtic harp meditation with gentle arpeggios”
Lyria 3 (30 s)Closed · 1054
“Death metal growling vocals over blast beats”
“Bluegrass banjo breakdown in rapid-fire style”
“Reggae dub echoes”
Sonauto v2.2Closed · 1028
“Indie folk harmonies around campfire stories”
“Trap beat production featuring 808s and hi-hats”
“Delta blues gravelly voice and slide guitar”
Eleven Music v1Closed · 1009
“Funk with guitar scratching and slap bass grooves”
“Spoken word slam poetry over jazz instrumentation”
“Soul singer belting a powerful anthem”
ACE-Step 1.5 TurboOpen · 953
“Traditional Japanese koto and shakuhachi duet”
“Indie folk harmonies around campfire stories”
“Cinematic trailer music”
Magenta RealTime (large)Open · 918
“Spanish flamenco guitar”
“Progressive metal instrumental with complex time signatures”
“Orchestral film score building to epic climax”
Magenta RealTime 2 (base)Open · 883
“Cinematic trailer music”
“Spanish flamenco guitar”
“A large Taiko drumming ensemble”
MusicGen MediumOpen · 880
“Traditional Japanese koto and shakuhachi duet”
“Hardstyle kicks pumping at crazy fast tempo”
“Trap beat production featuring 808s and hi-hats”
MusicGen SmallOpen · 853
“Nordic folk fiddle dancing melodies”
“Ethereal new age synthesizer meditation”
“Pysch rock improvisation”
ACE-Step v1 (3.5B)Open · 784
“Delta blues gravelly voice and slide guitar”
“Irish traditional sean-nós vocals, no backing track”
“Bossa nova with whispered Portuguese vocals”

Make music now, free

The official free demos on Hugging Face. They run on Hugging Face’s shared GPUs with a free daily quota for each visitor, so they can be busy; signing in to Hugging Face gives you more. Nothing runs on our servers.

Stable Audio 3 by Stability AI
or open it on Hugging Face ↗
ACE-Step 1.5 by ACE-Step
or open it on Hugging Face ↗

Blind test: which track is better?

Two tracks for the same prompt, made by two different models. Listen, pick the better one, then see who made them and what the original Music Arena voter chose.

Track A
Track B

Open music models you can run yourself

Licenses checked by hand on Hugging Face on 20 Oct 2026. Always read the license before using the music commercially. Speed: seconds of GPU time for each second of music on the arena's NVIDIA A6000; under 1 means faster than real time.

About the data

Votes come from Music Arena, a research project by Carnegie Mellon University, LMArena and Sony AI, published as an open dataset under CC BY 4.0: 8K battles from 2025-07-08 to 2026-07. We compute the scores ourselves with the Bradley-Terry method, as Arena does; “both bad” and “tie” count half a point to each model, so our order can differ slightly from Music Arena’s own page. We are not affiliated with Music Arena. Data updated 20 Oct 2026. Looking for voices instead? See free audio models.

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