Music

Vocal synthesis tool reportedly used by an AI model to generate lead vocals, harmonies and chops for a song.

EI

ElevenLabs Instant Soundtracks

App · ElevenLabs

1

ElevenLabs feature that analyzes an uploaded video and generates a matching soundtrack with synchronized sound effects.

ST

Spotify Taste Profile

App · Spotify

1

Spotify feature that shows your inferred listening tastes and lets you adjust them by describing changes in text.

EM

ElevenLabs Music v2.5

Model · ElevenLabs

1

ElevenLabs' text-to-music model that generates tracks with or without vocals from natural-language prompts.

YU

YuE2

Model · Multimodal Art Projection (M-A-P)

2

Open-weights music generator that plans an editable ABC-style score, then renders full songs with vocals and accompaniment.

SV

Suno V6

Model · Suno

2

Suno's v6 generation of text-to-song models, with v6 and v6-wild on paid plans and v6-mini on the free tier.

L3

Lyria 3.5

Model · Google

1

Google DeepMind's music generation model producing vocal tracks up to 3 minutes from text or image prompts.

SU

Suno

App · Suno

2

AI music generator that creates full songs with vocals and instrumentation from text prompts or lyrics.

HS

Happy Shrimp

App

2

Web-based AI music generator that turns a text prompt into a full song with lyrics, vocals and production.

MM

MiniMax Music 3

Model · MiniMax

2

Open-weights text-to-music model from MiniMax that generates songs with vocals and lyrics across genres and languages.

Open-source local AI model for generating music loops, with reference-loop stacking and MIDI conversion.

Open-source model that transcribes songs into separate instrument tracks and MIDI notes, including vocals.

SA

Spotify AI Persona Badge

App · Spotify

2

Spotify artist-profile badge and labeling for AI personas, based on artist self-disclosure.

MH

MiniMax H3 audio generation

Research · MiniMax

1

Open-weight multimodal model from MiniMax whose video pipeline can be run audio-only to generate music and sound effects.

VO

VocalRender

Model

1

Score-native singing voice synthesis system that turns lyrics and a MIDI melody into expressive vocals.

SY

SymphonyGen

Model

1

Research model that generates orchestral music by first composing a harmony skeleton, then expanding it into a full score.

MI

MiDashengLM-Gen

Model · Xiaomi

1

Xiaomi's LLM-driven model that generates mixed audio scenes (speech, music, SFX, ambience) from structured text captions.

WD

Waveform DAW

App

1

Cross-platform DAW from Tracktion with a free edition; Surge XT, a separate open-source synth plugin, is often used in it.

AT

Audio to MIDI

Model · Mirelo

1

Mirelo's Audio-to-MIDI turns songs and other audio into editable MIDI and MusicXML, with per-instrument tracks.

TA

The Atlantic AI Watchdog music training database

App · The Atlantic

1

Searchable Atlantic database showing which music and videos were used to train AI models such as Suno and Udio.

MR

Magenta RealTime 2

Model · Google

1

Open-weights 2.4B live music model from Google controllable via MIDI, audio and text, running locally on Apple Silicon.

EM

ElevenLabs Music v2

Model · ElevenLabs

1

ElevenLabs' text-to-music model for generating songs with vocals, inpainting and genre transitions, cleared for commercial use.

SA

Stable Audio 3

Model · Stability AI

2

Stability AI's family of text-to-audio models for music and SFX, with open-weight Small and Medium variants and an API-only Large.

SA

Spotify AI Covers and Remixes

App · Spotify

1

Spotify's licensed feature for fan-made AI covers and remixes, developed with Universal Music Group and sharing revenue with artists.