
Inpainting inside existing audio
Regenerating a failed passage while keeping everything around it is how editing works in every other medium, and almost no music model supports it.
Stability AI
Editing inside existing audio, not just generating from nothing.
In short
Figures verified 2026-08-10. This field moves quickly — re-check before relying on them.
Almost every music model is a text-to-audio function: prompt in, new audio out, no relationship to anything you already have. Stable Audio 2.5's inpainting and continuation break that pattern, and the practical consequences are large. If a four-bar passage in the middle of a piece does not work, you can regenerate that passage while keeping everything around it, which is how editing actually works in every other medium. Continuation lets you hand it eight bars you played yourself and get a coherent extension in the same style. Sound-effect generation is a genuine strength that gets overlooked because it is unglamorous — impacts, whooshes, textures and foley are all things video editors need constantly and rarely have. As a songwriter it is unremarkable; as an audio editing tool with a generative engine attached it is one of the more useful models in the field.
Strengths

Regenerating a failed passage while keeping everything around it is how editing works in every other medium, and almost no music model supports it.

Handing it bars you played yourself and getting a coherent continuation makes it a collaborator on existing material rather than a slot machine.

Impacts, whooshes and foley are constant needs for video editors and are generated here far faster than they are searched for in a library.
How it compares
Stable Audio 2.5 generates instrumental music and sound effects, and can edit inside audio you supply — inpainting a section in the middle of a clip, or continuing a clip you already have. That editing capability is what separates it from most generation models.
Compare with MusicGenerate
Searched as stable audio 2.5, stable audio inpainting and stable audio sound effects. The editing capability is what separates it from every other open model.
Regenerating a section in the middle of an existing clip while keeping everything around it. If four bars do not work, you fix those four bars instead of rolling the whole track again — which is how editing works in every other medium.
Yes. Hand it eight bars you played and it produces a coherent extension in the same style, which makes it a collaborator on existing material rather than a slot machine.
It is one of its genuine strengths — impacts, whooshes, textures and foley are constant needs for video editors and are generated here far faster than they are searched for in a library.
Use 2.5 when you need to edit inside existing audio. Use 3.0 when you need the longest possible continuous output.
Open-weight releases are free to download and run on your own GPU; the hosted product is subscription-based. The licence differs between research and commercial deployment, so read the one attached to your release.
No. It is instrumental and sound-design focused, which is why it is judged here as an audio editing tool with a generative engine rather than as a song model.
Keep exploring
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Models and platforms we track, compared on capability and licence.
Editing inside existing audio, not just generating from nothing.