Music & audio generation
Music & audio generation covers models and services that generate music and sound.
In brief
Music & audio generation, in brief.
What it isMusic & audio generation covers models and services that generate music and sound.
Where it sitsOne of 24 categories in the Models layer. Models are the trained systems that do the work: language models, and models for speech, images, video, code, translation and forecasting. This layer covers both closed models reached through an API and open models you can download.
What we track24 products, including ACE-Step, AIVA, AudioCraft (MusicGen, AudioGen), AudioLDM 2 and Beatoven.ai.
The products
24 products in Music & audio generation.
Each name opens a search for that product in our index.
ProductMakerIts own site
From our census of 2026-11-08. A product listed here is one that belongs in this category; the search answer says whether we have checked it.
Questions
Music & audio generation, answered.
What is Music & audio generation in AI infrastructure?Music & audio generation covers models and services that generate music and sound.
Which layer of AI infrastructure is Music & audio generation in?Music & audio generation is in the Models layer. Models are the trained systems that do the work: language models, and models for speech, images, video, code, translation and forecasting. This layer covers both closed models reached through an API and open models you can download.
Which products are in Music & audio generation?We track 24 products in Music & audio generation, including ACE-Step, AIVA, AudioCraft (MusicGen, AudioGen), AudioLDM 2, Beatoven.ai, DiffRhythm, ElevenLabs Music and Sound Effects and Loudly API. The full list is on this page.
Models
The other categories in Models.
3D generation & motionAvatar / digital humansBackground removal & mattingBenchmarks & leaderboardsCode modelsEmbedding modelsFrontier model APIsImage generation & editingImage upscaling & restorationLip-sync & dubbingMachine translation APIsModel hubs / registriesMultilingual / regional-language modelsMultimodal / vision-language modelsOpen-weight model familiesRealtime speech-to-speech modelsReasoning modelsRerankersSmall / on-device LLMsSpeech (STT/TTS)Time-series foundation modelsVideo generationWorld models