How to choose an AI music app: songs, vocals, stems and mastering
Choose an AI music app by the actual job, export and licence: complete songs, background music, singing voices, stems and mastering.
AI tools for writing songs, producing background music, creating singing voices, separating stems and mastering. Comparisons keep quality, control, export and licensing separate: publishing on YouTube, working for a client and distributing on Spotify do not grant the same rights.
Choose an AI music app by the actual job, export and licence: complete songs, background music, singing voices, stems and mastering.
They are built for this specific job, not adapted to it. Each one has its own review with a verdict, verified pricing and alternatives.
One-time-purchase offline vocal synthesis with note editing, a DAW plugin and multilingual voices.
A lyrics-and-MIDI singing studio with over 160 voices, instruments and custom voice cloning.
A local mastering suite with an AI assistant and editable modules inside the DAW.
Stem separation, chords, tempo and music practice across web, mobile and desktop.
Local stem separation and note-level audio editing, treating a recording like polyphonic MIDI.
Music matched to video, text or an exact duration with a perpetual content licence.
Songs up to five minutes with lyrics, audio references, section editing and an API.
Free stems, remixing, chords and MIDI, with up to sixteen instruments and WAV on Fadr Plus.
AI mastering built into FL Studio, with a basic included mode and genre controls on Plus and Pro.
The former Producer.ai, now using Lyria 3.5 for complete songs, stems, WAV, publishing and music video.
Unlimited automated mastering, distribution and production tools in one subscription.
Complete songs, remixing, voices and up to twelve stem exports with rights on paid plans.
Automated mixing and mastering from stems, with references and per-download or subscription pricing.
AI vocal synthesis with 25 included voices, DAW plugins and multichannel export for a one-time price.
Singing-voice conversion and custom vocal models with commercial rights on paid plans.
Web AI mastering developed with reinforcement learning and results reviewed by engineers.
Free, open and local vocal and stem separation for users willing to choose and run their own models.
Instrumental composition with MIDI, WAV and a Pro licence assigning contractual copyright to the user.
Singing-voice conversion and training with commercial rights that survive cancellation.
Music generation, remixing and distribution with stems and plan-dependent commercial licences.
Background tracks generated by duration and mood with separate creator, client and business plans.
Background music adjustable by energy and section, with separate creator and artist licences.
Audio and music up to six minutes from text or reference, with high-quality stereo export.
Online mastering with a reference track, intensity controls and subscription-based downloads.
Fast vocal and instrument separation with minute bundles and a local plugin on the top plan.
Fast song creation and streaming distribution in a workflow designed for beginners.
Accessible vocal conversion and custom singer models, with commercial use from Professional.
Generative music templates for creators, with different licences for content and releases.
Full songs with vocals from a text description.
Complete songs with section editing, but audio downloads are currently unavailable.
It depends on the output: a complete song, a soundtrack for video, a singing voice, separated stems and a final master are different jobs. This vertical separates them so products that cannot replace each other never share one ranking.
Only when the plan and licence cover that exact use. Monetising a video, delivering music to a client and distributing a song are different permissions; every review states export, attribution, ownership and what happens after cancellation.
A contractual licence can let you use an output, but it does not guarantee that law recognises exclusive copyright in work without enough human authorship. Keep your lyrics, arrangements and human edits, and check current terms before major exploitation.
There is no winner for every job. Suno may fit complete songs, Beatoven synced content music, ACE Studio singing voices, Moises separation and Ozone detailed mastering control. The task determines the ranking.