10 Best AI Singing Voice Generators for Making Music in 2025
- Ezra Sandzer-Bell
- Aug 31, 2025
- 9 min read
Updated: Feb 4
Text-to-speech apps like Siri have been around for decades, but they were never able to hold a tune. Recent improvements to AI voice models and AI generated music have create fresh demand for AI singing voice generators. The market is responding with a wide range of different tools and solutions.
AI web apps like Suno and Riffusion combine text-to-music with AI singing voices. Users describe the genre or style of music they want to hear and have a song in 30-60 seconds. The AI vocals match the instrumentals perfectly.
Behind the scenes, these kinds of text-to-singing software were trained on large collections of vocal data. Some companies allow users to train their own AI models with existing voice recordings.
In this article, we’ll share a collection of the best AI singing voice generators that we’ve found and include tutorials on how to use them. This sponsored post was created in partnership with Kits AI, Ace Studio, Controlla, and Synthesizer V, who provided free copies of their software and covered time spent testing and evaluating their products. All opinions are our own.
Best AI singing voice generators for music producers
There are a lot of AI voice generators out there, but most are not designed for musicians. This article only focuses on the vocal apps that you can use to start creating vocal melodies with artificial intelligence.
If you enjoy text-to-speech apps and plan on designing melodies for your AI voice generator, be sure to check out AudioCipher's text-to-midi VST. You'll be able to type in words and phrases, convert them into melodies, shape them to sound the way you want and apply them to your AI voices using the apps below.
KITS AI - Acquired by Splice January 2026
Kits AI is a freemium web app that delivers voice-to-voice audio conversion based on a variety of high-quality royalty-free voice models. Users record vocals directly into the app or upload a clean, vocal audio file in mp3 and wav format
Their company was acquired by Splice according to a press release from late January 2026. It's worth noting that this follows Splice's acquisition of the high-end virtual instrument library Spitfire Audio in May 2025.
During our initial tests in 2025, it took less than a minute to complete the AI voice conversion and all of the subtleties from the vocal performance were retained. If you're looking for a sound that the existing voice collection doesn't offer, Kits AI includes an AI voice model creation feature. Upload up to 30 minutes of a capella audio files using a single voice and with a single click, you can train your own custom AI model.
Kits has partnered directly with artists to co-release tracks created from their AI voice. As the music industry adopts this kind of technology, it's important that artist consent and ethics are taken into consideration. Users can draw from the official artist library and submit their songs for a commercial co-release alongside that artist. The free plan lets you train two AI voice models and access the royalty-free voice library.
Controlla Voice - Train & blend your own voice model
Controlla Voice is an ethically-trained browser app that generates AI singing outputs and custom models from a capella vocal stems. Check out a demo of their product below for details.
Controlla lets you blend voices to create hybrid AI vocalists. These vocal avatars unlock access to a completely new and original sound. Digital music producers who can sing but don't want to use their own voice could purchase access to voices and blend multiple styles together into something new.
In October 2024, the company released a new AI choir generator that turns lyrics into large choral arrangements. You can either pick from a collection of choir presets that they offer, or upload your own vocal samples to train custom models.
AudioCipher recently teamed up with their founders to provide music production resources that pair well with Controlla's AI voices. Check out our collaborative work on the best piano VSTs for tips on how to improve your overall audio quality!
They also offer timbre-transfer that can turn your voice into an entirely new instrument. Check out a demo of how that works in the video below:
Controlla's paid plan supports unlimited custom voice models, setting it apart from Kits which currently puts a cap on the number of "slots" a user can have.
Visit their website - Controlla.xyz - to learn more.
ACE Studio 2.0 - AI Music Studio
I've been experimenting with ACE Studio since version one, back when they did these AI singing voices only. Time Domain is still great at that, but the team has built upon that core product to provide AI instruments and polyphonic vocal tools.
Ace Studio 2.0 has a complete AI music production environment suite composers and producers. The software converts MIDI into realistic AI vocal and instrument performances, but it goes beyond that with generative tools and practical utilities that keep your entire workflow in one place.
AI Vocals & Choir Mode
This demo from YouTuber Bob Doyle show you how to turn text and MIDI notes into a polyphonic choir with Ace Studio 2.0. You can hear the final results in the minute of the video, followed by an explainer of how it works.
Basically, users turn MIDI and lyrics into expressive solo or choral performances with detailed control over tone and emotion. Choose from 140+ AI singers or clone your own voice, with support for 8 languages including English, Chinese, Japanese, Korean, Spanish, Italian, French, and Portuguese.
You can adjust breathing, vibrato, energy, and tension to add human-like nuance and avoid that robotic feel. The standout feature here is the one-click Choir Mode—transform any vocal track into a multi-voice choir instantly. Build harmonies and stacks from a single melodic line without recording multiple takes.
AI Instruments
The AI instrument library includes violin, viola, cello, saxophone, trumpet, duduk, and more. Write the notes and ACE Studio creates realistic dynamics, phrasing, and legato, without heavy tweaking.
You can manually switch articulations like pizzicato, staccato, or legato for nuanced lines, or let smart mode make those decisions automatically (my preference unless I'm fine tuning). Layer multiple instruments and balance sections to build realistic ensembles in minutes.
Generative Kits
This is where ACE Studio 2.0 really expands into composition territory. The Generative Kits let you create and evolve music using text descriptions:
Inspire Me generates unlimited musical starting points based on your prompts
Add a Layer builds arrangements incrementally—basslines, drums, textures, samples—guided by simple text descriptions
Music Enhancer takes rough sketches or stems and transforms them into expressive, mix-ready performances with improved dynamics and feel
The platform also includes integrated production tools like a stem splitter, voice changer, and style adaptation features that let you refit existing vocals or arrangements to different genres in minutes.
Everything processes in the cloud, so rendering is fast and you're not taxing your local machine. Visit acestudio.ai to download the app and get started.
Synthesizer V Studio 2 Pro + Vocoflex Voice Morphing
Synthesizer V is a DAW with a built-in, state of the art AI voice generator. Like ACE Studio, users can sculpt the melody performed by the AI. Drag notes up and down in a hybrid waveform-MIDI editor. Synth V lets you control subtle articulations in the vocal performance, to help maintain a realistic, emotional tone of the voice.
The parent company, Dreamtonics, is based in Tokyo. In May 2025, after six years of development, they officially released version two. Click this link here to read our full length review of Synthesizer V Studio 2 Pro.
Vocoflex is Dreamtonics' vocal morphing plugin, was released July 2024. It loads inside of any DAW (including Synthesizer V), making it easy for producers to target a voice profile with samples as short as 10 seconds.
In my opinion, the Vocoflex voice model visualizer shown above is the most innovative feature, setting it apart from every other plugin. Here's how it works:
Open your DAW and create a new, empty audio track. Import or record a clean vocal take and load the Vocoflex plugin on that track.
The interface will prompt you to import a collection of isolated vocal samples of at least 10 seconds in length. The cleaner the audio, the better.
Let Vocoflex analyze these imported voices and generate visualizations. Each vocal sample is represented as a curve, with few nodes or dots along the curve representing timbral chunks taken from the original sample.
Hover your mouse over these regions to hear realtime timbre transfer. Vocoflex will draw colorful, geometric lines between all of the nodes along the curve that you've selected, to help you visualize and interact with the model's latent space.
Producers who want to take their hands of the keyboard can add way points to these vocal curves and map them to a MIDI controller. Use knobs and sliders to explore the movement between voices in a more kinesthetic way.
Explore the space between voices, to blend and transform them into something completely new. This can be particularly interesting for sound designers looking to synthesize new, fictional voices. It might also be helpful for prototyping a verse before sending it over to an artist.
Check out the Vocoflex website to learn more.
Vocaloid - Yamaha's AI Voice Generator for musicians
Vocaloid by Yamaha was also built with music producers in mind. With over 100 voices to choose from, you'll be able to easily test out different vocal types on your track. Vocaloid 6 does include a voice changer, so you can sing a melody and transform it, but we found it to be less feature rich than ACE Studio.
Revocalize - Record and convert your voice
Revocalize has skipped over the text-to-speech tools and dove straight into voice changing. That laser focus has given them the bandwidth to become one of the best apps for generating AI vocal tracks. Subtle qualities of your voice, like your accent or the emotion you're feeling when you speak, will transfer to the new voice. Check out their landing page to hear a demo of the voice changer.
The company says that they aim to protect your voice, but it's not clear how they plan to do that. They could follow in Holly Herndon's steps and use a DAOs to manage and sell access. Water and Music has been sharing lots of content about how to sell AI related music materials, including your voice, on Web3 as well.
Emvoice - Choose from a collection of AI singers
Emvoice One has taken a novel approach to AI singing software, combining a MIDI piano roll interface with text boxes for lyrical snippets. Users program a melody manually and for each melodic segment, Emvoice will spawn a dedicated text area. Type in your short phrase and the vocal model will do its best to match the melodic shape to the pattern of your words.
Fans of their software have noted that the point-and-click approach to melodies can be a bit time consuming. If you want to give it a spin before committing to the $69 dollar vocal models (a price tag that's on par with competitors), they do offer a free trial that's limited to melodies with just seven notes.
Uberduck - The O.G. Text to Speech Generator
We've already covered Uberduck in detail here, but thought it would be interesting to point out their new AI Grimes Challenge. At the start of this article, I mentioned that Grimes recently took to Twitter and announced that creators have permission to use her AI Voice, as long as she gets 50% of royalties.
So if vocal synthesis is exciting to you and you want to experiment with using a celebrity voice to write a hit song, Grimes is a safe bet. You'll likely be able to post the music online without a DMCA takedown.
Google Colab - The AI music underground
There are only half a dozen AI voice apps designed for singing, but you can find many more options from independent developers and hackers on the internet. One good way to find them is to look for a popular text-to-speech tool, like ElevenLabs, and then run a google search like "ElevenLabs singing". You'll find a number of Reddit, Twitter, and Quora conversations on the topic.
To give a concrete example, one Reddit thread pointed us to the Singing Voice Conversion model on Google Colab. These tools require little more than the ability to upload a file, press Colab's play button one step at a time, and the patience while your songs render.
A brief history of singing AI voices
In April 2023, an AI Drake song featuring The Weeknd was published. This track, titled Heart on my Sleeve, had a reported 600,000 Spotify streams, 15 million TikTok views, and 275,000 Youtube views when labels clamped down and ordered a takedown.
On October 18th 2023, Universal Music Group issued a press release that they would be partnering with Bandlab to begin protecting artist voices, citing Taylor Swift as an example. The RIAA has repeatedly said that they consider AI voice impersonation a credible threat to their bottom line. They may have legal precedent to sue artists who monetize on these celebrity AI voices.
There are some real dangers with voice transfer technology, and they go beyond music rights. Scammers have started using voice clones to target elderly people and exploit them for money.
It’s not all bad news, though. Some artists are welcoming the new technology and selling direct access to their voice. Grimes, a major pop star and the former wife of Elon Musk, announced in 2023 that anyone could use her AI voice as long as they shared royalties when the AI song becomes a hit. She went on to publish a free AI platform called Elf Tech to distribute direct access.
Back in 2021, the popular indie artist Holly Herndon trained an artificial intelligence model on her own voice and released it under the name Holly+. She sells access to it via a DAO and has an AI music podcast where she discusses these topics in detail.
Web applications are a great starting point, but real artists need music production plugins that fit into their workflow. Early examples of digital voice plugins, like Delay Lama, have propelled some artists to fame.
There you have it - a complete guide to the most popular AI voice generators in 2025. We hope you've found this guide helpful!