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A music generator that also provides additional editing tools so that users can edit the generated songs and make them their own.

A text-to-music generator that provides royalty-free music for content creators.

This music generator creates instrumentals using a number of controllable parameters such as genre and BPM. It also allows users to publish and monetize their generated works.

A music generator, allowing users to type out text prompts or pick from a number of options to start making songs. It also offers a stem separation tool.

A stem and sample arrangement tool created by Splice. This model uses AI to generate new arrangements of different Splice samples, which are intended to spark the songwriting process and help users find new samples.

A text-to-music generator created by Soundation that produces 12-second-long samples.

A text-to-music generator created by Rightsify that aims to create royalty-free music for commercial spaces. It is trained on Rightsify’s owned catalog of songs.

A music generator that provides “fully licensed” and “copyright safe” AI music for gamers.

A text-to-music generator created by Futureverse that was trained on 40 licensed music catalogs and uses blockchain technology to verify and timestamp its creations.

A “melodic idea” generator. This model creates musical ideas in MIDI form to help songwriters get started on their next idea.

A text-to-music generator created by Meta.

A text-to-music generator created by Google.

A music generator created by ByteDance. This product can convert a hummed melody into an instrumental and can expand upon the result.

A music generator created by BandLab that is designed to help young artists start new song ideas.

A music generator. This company has collaborated with Kaskade, Starrah and other artists and producers to create their own AI beat generators, a new play on the “type-beat.”

A text-to-music generator that can also act as a “musical assistant” to help flesh out a creator’s music.

A generator that creates royalty-free beats, some of which have been used by Trippie Red, Fivio Foreign and French Montana.

A text-to-music generator created by Stability AI. This model also offers audio-to-audio generation, which enables users to manipulate any uploaded audio sample using text prompts.

A text-to-music generator. This model can create lyrics, vocals and instrumentals with the click of a button. Suno and another generator, Udio, are currently being sued by the three major music companies for alleged widespread copyright infringement during the training process. Suno and Udio claim the training qualifies as fair use under U.S. copyright law and contend the lawsuits are attempts to stifle independent competition.

A music generator. This model is known for soundtracking brand advertisements and offering “adaptive music” to make a generated track better fit any given project.

A music generator. This company hosts a number of AI-powered tools, including a model that creates royalty-free AI samples for producers, a customizable music model and a stem separation tool.

A text-to-music generator that can create lyrics, vocals and instrumentals with a keyboard stroke. This model is best known for generating “BBL Drizzy,” a parody song by comic Willonius Hatcher that was then sampled by Metro Boomin and became a viral hit. Udio, like Suno, is defending itself against a copyright infringement lawsuit filed by the three major music companies. Udio and Suno claim their training counts as fair use and accuse the label groups of attempting to stifle independent competition.


A voice filter platform created by Mayk.It. The platform offers the ability to build your own AI voice, as well as try on the voices of characters like SpongeBob, Mario or Ash Ketcham.

A Grimes voice filter created by CreateSafe and Grimes. This tool is the first major artist-voice converter, and Grimes debuted it in response to the virality of Ghostwriter977’s “Heart on My Sleeve,” which deepfaked the voices of Drake and The Weeknd.

A voice filter platform best known for its official partnership with Lauv, who used Hooky technology to translate his song “Love U Like That” into Korean.

A voice filter, stem separation and mastering platform. This company can provide DIY voice cloning as well as a suite of other generic types of voices. It is certified by Fairly Trained.

A voice filter platform, acquired by HYBE, that allows users to change their voice in real time. It also offers a tool called Clear to remove noise and reverb from vocal stems.

A voice filter and stem separation platform. This company offers an exclusive roster of artist voices to choose from, including Imogen Heap, and it hopes to become an “agency” for artists’ voices.

A voice filter plug-in created by Dreamtonics that offers the ability to change the tone of a singer’s voice in real time.


A stem separation and lyric transcription tool. This company is best known for its recent participation in Disney’s accelerator program.

A stem separation and voice conversion tool.

A stem separation, pitch-changer, chord detection and smart metronome tool created by Music AI.

A stem separation tool created by Voice-Swap.


A personalized soundscape generator that enhances activities including sleep and focus. The company also releases collaborations with artists like Grimes, James Blake and 6LACK.

A personalized soundtrack generator that enhances activities like driving, working out and more.

A personalized soundtrack generator for video-game play.

A personalized soundtrack generator that adapts music with actions taken in video games in real time.


An AI-powered music search, discovery and curation tool for catalog owners. Its clients include Universal Production Music, Hipgnosis and more.

An AI-powered music publicity tool.

A suite of AI-powered catalog management and metadata tagging tools.

An AI-powered rights management tool that enables rights holders to manage their catalog and license their works for generative AI training as desired.

An AI music tagging and search tool owned by SoundCloud. This tool creates fingerprints to better track and search songs, and it automates tagging songs by mood, keywords, language, genre and lyrical content.

A suite of AI tools for music creation, marketing, management and distribution created by CreateSafe. It is best known for the AI voice application programming interface behind Grimes’ Elf.Tech synthetic voice model.


A suite of production tools, including stem separation, voice-to-instrument creation, and an easy-to-use remix tool.

An AI music remix app that allows users to create mashups and edits with proper licensing in place.

A suite of plug-ins and producer services, many of which are powered by AI, including an AI mastering tool.

A timbre transfer tool created by Neutone.

AI-powered music production services, including mixing and mastering tools.