MixingMusic.AI Editorial Team
September 3, 2026
This directory maps 100 music and audio tools by the job they help accomplish. “Best” means useful enough to evaluate for a defined workflow—not a claim that one product wins every test.
The table covers six practical categories: music generation; voice and vocals; stems and DJ tools; editing and restoration; mixing and mastering; and composition and analysis. Use the filters to shortlist products, then verify current features, price, licensing, privacy and export formats on the official site.
External links reviewed: September 3, 2026.
MixingMusic.AI owns and publishes this directory, and that relationship is disclosed in the first row. We feature our platform because this is the MixingMusic knowledge center and because it covers the post-production stage: mixing user-supplied stems and mastering finished songs. Position 1 is an editorial placement, not an independent award or an unsupported claim of universal superiority.
Features, pricing and availability change quickly. Inclusion is not an endorsement, partnership or guarantee. Trademarks belong to their owners. External links go to official product or project pages and are not affiliate links unless a page explicitly says otherwise. Always confirm commercial rights, voice consent, training-data claims and delivery specifications before release.
Start from the deliverable. A songwriter needing a sketch, a label separating catalog stems and an engineer restoring dialogue require different systems. Test two or three candidates with the same authorized source, compare artifacts and control at matched conditions, and record the terms that applied at the time.
Curated directory
Filter by production stage and visit each official website.
100 entries shown
| # | Platform or tool | Category | What it does |
|---|---|---|---|
| 1 | MixingMusic.AIOur product | Mixing & mastering | Mixes user-supplied stems and masters songs in a guided browser workflow. |
| 2 | Suno | Music generation | Generates complete songs from text direction, lyrics and uploaded ideas. |
| 3 | Udio | Music generation | Creates and extends songs with prompt-led generation and section editing. |
| 4 | Google MusicFX | Music generation | Experiments with text-to-music creation using Google music models. |
| 5 | Stable Audio | Music generation | Produces music and audio from prompts with consumer and developer options. |
| 6 | AIVA | Music generation | Composes editable music with particular strength in cinematic and orchestral work. |
| 7 | Boomy | Music generation | Offers an accessible route from quick song generation to release workflows. |
| 8 | SOUNDRAW | Music generation | Builds customizable background music for creators and commercial projects. |
| 9 | Loudly | Music generation | Generates and adapts production music by mood, energy and duration. |
| 10 | Mubert | Music generation | Creates continuous or timed music for content, apps and streams. |
| 11 | Beatoven.ai | Music generation | Scores video and spoken content with mood- and scene-directed music. |
| 12 | Soundful | Music generation | Generates template-guided tracks for creators, brands and producers. |
| 13 | Ecrett Music | Music generation | Makes background music by selecting scene, mood and genre. |
| 14 | Soundverse | Music generation | Combines conversational music creation with generation and editing tools. |
| 15 | MusicGPT | Music generation | Provides prompt-based song and audio creation in a web workspace. |
| 16 | Google Flow Music | Music generation | Uses a conversational producer workflow to create and revise songs. |
| 17 | Jen | Music generation | Focuses on licensed, controllable text-to-music generation for creative use. |
| 18 | WavTool | Music generation | Pairs browser-based music production with generative and assistant features. |
| 19 | GRAMOSYNTH by Rightsify | Music generation | Provides a licensed-data music generation model for business workflows. |
| 20 | Eleven Music | Music generation | Creates prompt-driven music within the ElevenLabs audio platform. |
| 21 | Meta AudioCraft | Music generation | Research toolkit and demos for generative music and audio models. |
| 22 | Magenta | Music generation | Open research project exploring machine learning for music and art. |
| 23 | Splash | Music generation | Develops interactive AI music creation experiences and virtual instruments. |
| 24 | MusicGen | Music generation | Openly documented Meta model for research and text-conditioned music generation. |
| 25 | Kits AI | Voice & vocals | Provides licensed voice models, voice conversion and vocal production tools. |
| 26 | ACE Studio | Voice & vocals | Creates editable singing performances with synthetic voices and MIDI-style control. |
| 27 | Synthesizer V Studio | Voice & vocals | Detailed singing synthesis with note, lyric, expression and voice controls. |
| 28 | VOCALOID | Voice & vocals | Established singing-synthesis environment for programming vocal performances. |
| 29 | Audimee | Voice & vocals | Offers voice conversion and vocal models for music-production workflows. |
| 30 | Voice-Swap | Voice & vocals | Works with licensed artist voices for authorized vocal transformation. |
| 31 | Controlla Voice | Voice & vocals | Supports creation and use of consent-based AI singing voices. |
| 32 | Musicfy | Voice & vocals | Combines AI voice conversion with music and vocal generation features. |
| 33 | Uberduck | Voice & vocals | Generates expressive speech, rap and voice content through web and API tools. |
| 34 | Respeecher | Voice & vocals | Provides consent-focused voice transformation for professional productions. |
| 35 | Emvoice One | Voice & vocals | Turns notes and lyrics into a controllable virtual vocal performance. |
| 36 | Vocoflex | Voice & vocals | Transforms vocal timbre while retaining the source performance and expression. |
| 37 | OpenUtau | Voice & vocals | Open-source singing-synthesis editor supporting multiple voicebank systems. |
| 38 | Vocalist.ai | Voice & vocals | Provides AI vocal conversion tools aimed at music creators. |
| 39 | Moises | Stems & DJ | Separates stems and adds practice tools such as key, tempo and chords. |
| 40 | LALAL.AI | Stems & DJ | Separates vocals and instruments from mixed audio in web and app workflows. |
| 41 | AudioShake | Stems & DJ | Enterprise stem separation, lyric transcription and alignment for music catalogs. |
| 42 | RipX DAW | Stems & DJ | Separates and edits notes, stems and spectral audio inside a specialized DAW. |
| 43 | Steinberg SpectraLayers | Stems & DJ | Combines spectral editing with unmixing for detailed audio repair and separation. |
| 44 | Fadr | Stems & DJ | Offers stem separation, key and tempo tools, remixes and DJ-style creation. |
| 45 | Gaudio Studio | Stems & DJ | Browser tools for source separation and vocal or instrumental extraction. |
| 46 | MVSEP | Stems & DJ | Runs multiple current separation models for vocals, instruments and speech. |
| 47 | Acon Digital Remix | Stems & DJ | Real-time stem separation available as a plugin and standalone application. |
| 48 | Ultimate Vocal Remover | Stems & DJ | Free interface that brings multiple open separation models into one workflow. |
| 49 | Demucs | Stems & DJ | Open-source source-separation models for vocals, drums, bass and accompaniment. |
| 50 | Spleeter | Stems & DJ | Deezer’s open-source library for fast music source separation. |
| 51 | StemRoller | Stems & DJ | Desktop application that makes Demucs-based separation accessible. |
| 52 | Logic Pro Stem Splitter | Stems & DJ | Integrated stem separation inside Apple’s professional music-production app. |
| 53 | Ableton Live | Stems & DJ | DAW with evolving machine-learning tools for separation and creative production. |
| 54 | FL Studio Stem Separation | Stems & DJ | Stem extraction integrated into the FL Studio production environment. |
| 55 | Serato Stems | Stems & DJ | Real-time vocal and instrumental isolation for DJ performance and preparation. |
| 56 | rekordbox | Stems & DJ | DJ library and performance software with track-separation capabilities. |
| 57 | VirtualDJ | Stems & DJ | DJ platform with real-time stems and assisted performance features. |
| 58 | LANDR | Mixing & mastering | Combines automated mastering with distribution, collaboration and production tools. |
| 59 | eMastered | Mixing & mastering | Online automated mastering with adjustable intensity and tonal controls. |
| 60 | RoEx Automix | Mixing & mastering | Automated stem mixing and mastering with analysis-focused workflow. |
| 61 | Cryo Mix | Mixing & mastering | Online AI mixing and mastering for songs, beats and spoken material. |
| 62 | CloudBounce | Mixing & mastering | Automated online mastering with style and intensity choices. |
| 63 | MasteringBOX | Mixing & mastering | Online mastering service with loudness and tonal personalization. |
| 64 | Maastr | Mixing & mastering | Automated mastering plus collaboration and revision tools for teams. |
| 65 | Masterchannel | Mixing & mastering | AI-assisted mastering with stereo and immersive delivery options. |
| 66 | MajorDecibel | Mixing & mastering | Browser-based automated mastering for quick reference and delivery. |
| 67 | Mixea | Mixing & mastering | DistroKid’s automated mastering tool for preparing release files. |
| 68 | BandLab Mastering | Mixing & mastering | Accessible online mastering integrated with BandLab creation workflows. |
| 69 | SoundCloud Mastering | Mixing & mastering | Integrated mastering option for tracks uploaded to SoundCloud. |
| 70 | iZotope Ozone | Mixing & mastering | Mastering suite with assistant, analysis and detailed manual modules. |
| 71 | iZotope Neutron | Mixing & mastering | Mixing suite with masking analysis and assistant-driven starting points. |
| 72 | iZotope Nectar | Voice & vocals | Vocal production suite with assisted chains, pitch and dynamic control. |
| 73 | iZotope RX | Editing & restoration | Specialized audio repair using spectral tools and machine-assisted modules. |
| 74 | sonible smart:EQ | Mixing & mastering | Content-aware equalization with group analysis and manual control. |
| 75 | sonible smart:comp 3 | Mixing & mastering | Source-aware compression designed to suggest transparent starting points. |
| 76 | sonible smart:limit | Mixing & mastering | Intelligent limiting with loudness and delivery-oriented metering. |
| 77 | sonible smart:reverb 2 | Mixing & mastering | Content-aware reverb that suggests source-specific space and decay settings. |
| 78 | Waves Clarity Vx | Editing & restoration | Neural noise reduction focused on voice cleanup in real time. |
| 79 | Waves Curves Equator | Mixing & mastering | Adaptive resonance suppression that follows changing audio content. |
| 80 | Accentize dxRevive | Editing & restoration | Restores compromised dialogue and vocal recordings with learned models. |
| 81 | Accentize DeRoom Pro | Editing & restoration | Reduces room reverberation in dialogue and recorded voice. |
| 82 | Adobe Podcast Enhance | Editing & restoration | Browser-based speech cleanup for noisy or reverberant recordings. |
| 83 | Descript Studio Sound | Editing & restoration | Enhances spoken recordings inside Descript’s text-based editor. |
| 84 | Cleanvoice AI | Editing & restoration | Automates filler-word, mouth-sound and silence cleanup for spoken audio. |
| 85 | Auphonic | Editing & restoration | Automates loudness, leveling and cleanup for podcasts and spoken productions. |
| 86 | Dolby.io Enhance | Editing & restoration | API-oriented audio enhancement for noise, loudness and intelligibility. |
| 87 | Audacity OpenVINO AI Effects | Editing & restoration | Local AI effects for separation, transcription and generation in Audacity. |
| 88 | Supertone Clear | Editing & restoration | Real-time voice separation and noise or ambience reduction. |
| 89 | Hookpad Aria | Composition & analysis | Assists chord and melody exploration inside Hooktheory’s songwriting editor. |
| 90 | MelodyStudio | Composition & analysis | Suggests melody and chord ideas for songwriters working from lyrics. |
| 91 | LyricStudio | Composition & analysis | Interactive lyric-writing assistant for developing lines and themes. |
| 92 | Staccato | Composition & analysis | Supports lyric, MIDI and songwriting ideation with generative assistance. |
| 93 | ChordChord | Composition & analysis | Generates chord progressions and song sketches in a browser studio. |
| 94 | Klangio | Composition & analysis | Transcribes recordings into notes, scores, MIDI and MusicXML. |
| 95 | AnthemScore | Composition & analysis | Desktop automatic music transcription for converting audio into notation. |
| 96 | ScoreCloud | Composition & analysis | Turns recorded or performed ideas into editable music notation. |
| 97 | Spotify Basic Pitch | Composition & analysis | Free audio-to-MIDI transcription model and browser demo from Spotify. |
| 98 | Samplab | Composition & analysis | Edits polyphonic audio through note detection, stem work and MIDI conversion. |
| 99 | Cyanite | Composition & analysis | Tags and searches music catalogs by mood, genre and sonic similarity. |
| 100 | Bridge.audio | Composition & analysis | Organizes, analyzes, shares and discovers music catalogs with AI metadata. |
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