This model collection is all about creating, cloning, and transforming singing voices using AI.
These models let you generate new vocal performances, clone voices from clean audio samples, and adjust pitch or style for creative effects.
Whether you're making covers, building custom vocal styles, or experimenting with AI singers, these models help you bring vocal performances to life without traditional recording.
Featured models


replicate/train-rvc-model
Train your own custom RVC model
Updated 1 year, 11 months ago
369.8K runs


zsxkib/create-rvc-dataset
Create your own Realistic Voice Cloning (RVC v2) dataset using a YouTube link
Updated 1 year, 11 months ago
16.8K runs


zsxkib/realistic-voice-cloning
Create song covers with any RVC v2 trained AI voice from audio files.
Updated 2 years ago
1.2M runs
Recommended Models
This collection focuses on generating and transforming singing voices. You can:
If you want fast results without training a custom model, zsxkib/realistic-voice-cloning is a good choice. It can take an existing audio clip and transform it into a new sung performance in the target voice.
This is ideal for quick covers, creative remixes, or testing ideas without a lot of setup.
To build a more accurate or personalized singing voice, you can use voice cloning and dataset creation tools in this collection, such as:
Yes — some models support using lyrics, melody, or reference vocals to guide the singing performance.
You can input lyrics and have the model sing them in the cloned voice, or convert an existing vocal recording into the target voice.
While the collection focuses on cloning and singing generation, some models let you adjust pitch or style as part of the conversion process. These can help smooth vocals or apply a creative effect.
They’re not traditional DAW-style auto-tune plugins, but can achieve similar results in context.
You can package your trained singing-voice model with Cog and push it to Replicate.
Define your inputs (e.g., audio sample, lyrics, melody) and outputs (audio file) and list it in the Sing With Voices collection so others can use it or build on it.
Many models in this collection can be used commercially, but you must respect voice rights and copyright law.
Cloning or imitating real artists without permission may violate legal or ethical guidelines. Always review licenses and applicable laws before using these outputs in public projects.
Recommended Models


pseudoram/rvc-v2
Speech to speech with any RVC v2 trained AI voice
Updated 1 year, 4 months ago
1.2M runs


nateraw/autotune
pitch correction on your voice
Updated 1 year, 6 months ago
600 runs


lucataco/singing_voice_conversion
Amphion Singing Voice Conversion: DiffWaveNetSVC
Updated 1 year, 10 months ago
1K runs