Top 10 Neural Networks and AI Services for Music Generation and Songwriting in 2026

Neural networks are becoming true co-authors. They help musicians search for new sounds, speed up the work on tracks, and open up space for experimentation. A person still remains the main composer, while artificial intelligence suggests ideas and turns inspiration into ready-made sound.

We have gathered 10 neural networks for you that already know how to write music, create song lyrics, and help artists find their unique sound.

It's time to play music. Enjoy the reading!

Suno

This is one of the most advanced neural networks for music generation, which turns text into a full song with vocals and arrangements. It’s enough to describe the mood, genre, and theme, and the algorithm will create a track that sounds like a studio recording.

The platform supports dozens of styles from lyrical ballads to energetic EDM, can mimic live instruments, and synthesize vocals in different timbres. Even without musical experience, one can create a finished composition, as Suno selects the rhythm, harmony, and structure itself, turning an idea into a completed song in just minutes.

The updated version Suno v4.5 all was recently released and is now available for free. Now, users get 50 credits per day, enough to generate about 10 songs. In the free mode, you can create music exclusively for personal or non-commercial use.

The interface has become simpler, and the results are noticeably higher in quality. The neural network now better understands the meaning of the text and conveys emotions more accurately through music. The tool is useful for authors, marketers, and content creators who need ready-made music without studio costs. Suno helps create tracks for podcasts, videos, and even commercial jingles, and if desired, writes songs with original lyrics and a chorus.

Example of Work:

AIVA

This is one of the first neural networks that learned to compose music at the level of a composer. The service was created in Luxembourg and is officially recognized as a virtual author of musical works. Today, AIVA is actively used by filmmakers, game developers, and content creators who need original melodies without the involvement of live musicians. The user specifies the genre, mood, and instruments, after which the algorithm creates a track in the chosen style. The platform supports over two hundred fifty music genres and allows downloading the result in MP3, WAV, or MIDI formats.

The interface is designed so that even those without a musical education can use it. After generating the composition, the built-in editor can be opened to manually fine-tune the track's structure, change the tempo, add effects, or adjust the instrumental parts.

The free plan of AIVA is called Free Forever and is designed for those who want to try the platform's capabilities without any costs. In this mode, music can only be created for personal or non-commercial use. The copyright for such compositions belongs to the company, so it is necessary to credit “Composed by AIVA (Artificial Intelligence Virtual Artist)”.

Users are also allowed to upload up to three tracks per month, with each track not exceeding three minutes in length. Download is available in MP3 and MIDI formats.

Example of Work:

Mubert

This neural network can create unique tracks in just a few seconds. The user only needs to describe the mood, genre, rhythm, or even upload an image, and the system will select the appropriate sound. The platform is aimed at bloggers, podcasters, video creators, and anyone looking for background music without copyright hassle.

The main tool of the service is called Mubert Render, and it is this tool that turns text prompts into ready-made audio tracks of the desired length and tempo. Each composition is fully generated by artificial intelligence and comes with a label confirming that the music was created by AI.

In the free plan, you can create tracks without payment, but only for personal and non-commercial use. Under this plan, you are allowed to generate up to twenty-five tracks per month and download them in MP3 format. Such compositions can be used on social media, presentations, or creative projects, but cannot be sold, transferred to third parties, or used in advertising.

The main thing is to keep the signature Music generated by Mubert with a link to the render.

Example of work:

Soundful

An AI platform for music generation, aimed at content creators, podcasters, and video bloggers. With it, you can choose a style, mood, tempo, or even a template, after which the service instantly creates a unique background composition. Studio quality, a variety of genres (EDM, chill beats, meditation, songwriting).

In the free Standard plan, users can create an unlimited number of tracks, but can only download 1 MP3 file per month, and only 25+ free styles are available. Download formats are MP3 and WAV, but access to premium content (for example, STEM packs) is not available.

From a licensing perspective, Soundful offers three levels:

Personal License (free plan) — for non-commercial use and personal projects

Music Creator License — allows commercial use of music tracks and releases

Business License — for agencies and production studios

Example of work:

Loudly

Here you can set the genre, mood, instruments, or even a short text description, and the system will create a composition in the desired style. Loudly supports popular genres like EDM, Ambient, Hip-Hop, Pop, and Lo-Fi, and allows you to adjust the tempo, key, and structure of the track, adding remix and mixing elements.

The free version gives access to basic features. You can use the template library, combine sounds, generate short music fragments up to 30 seconds long, and download one track per day in MP3 format. The user can create up to 25–30 tracks per month, which is enough for personal or educational projects. However, the free plan does not support WAV export or commercial use.

Example of Work:

Stable Audio

This is a tool from Stability AI that allows you to generate music and audio effects using neural networks. Version 2.0 already supports text-to-audio (description → music), audio-to-audio (upload your own sound and transform it), and compositions up to 3 minutes long in 44.1 kHz stereo quality. The free plan allows you to generate up to 10 tracks per month with a duration of up to three minutes and limited audio uploads.

The free plan license is for personal or non-commercial use. Commercial projects require an advanced plan. There are 3 download options available, including even conversion to video. MP3 format is available. WAV format is only available with a subscription purchase.

Example of Work:

Producer AI

This is a new neural network for music generation created based on the Riffusion project. The platform works as a full-fledged producer. You enter a text description, choose a genre or mood, and the system creates an original composition in studio quality. You can write music from scratch, remix existing tracks, or experiment with uploading your own sounds.

Currently, the service is not available to everyone. Registration or an application to the waiting list is required. Users who already had an account with Riffusion gain automatic access.

The user receives daily credits for music generation, can run up to two simultaneous projects, and use all the basic tools of the platform. The only limitation is that tracks created in the free version can only be used for non-commercial purposes.

Example of work:

Udio

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The user can edit tracks, combine fragments, change phrases and rhythm through the built-in Sessions tool. It is also possible to upload your own audio file to make a remix. However, exporting to WAV or STEM, as well as commercial use, requires upgrading to a paid plan.

Example of work:

Melobytes

Online platform allows you to create music using artificial intelligence, turning texts, images, and even videos into original compositions. The user can write a poem, upload a photo or a short video, select a genre and style, after which the system will automatically choose the melody, rhythm, and vocals.

On the free plan, there are limits on the number of generations per day, but all the main features are available without payment. The platform offers several dozen creative modes, such as turning text into a song, images into music, videos into beats, and even the ability to synthesize a voice for a chosen performer. In addition to generation, Melobytes is actively developing visual and multimedia tools. Here, you can create musical collages, generate covers, and short clips.

Example of work:

Media.io

This is a platform for creating and editing music, videos, and images using artificial intelligence. In the music generation section, simply enter a text description of the mood, genre, or idea, and the system will create a complete track with melody, rhythm, and instruments. All compositions are royalty-free, allowing them to be used in projects without the risk of copyright infringement.

After registration, the user is given 5 free credits. One track costs one credit, so you can create five songs and evaluate the quality of generation without payment. The process is quick, and the result can be immediately listened to, trimmed, or downloaded. The basic functions are available in the free mode, and for advanced features and better sound quality, you can switch to a paid plan.

Example of Work:

In Summary

In conclusion, I would like to remind you that neural networks are still not trustworthy without question. They make mistakes, fantasize, and sometimes surprise in the wrong direction. They are not bad, but only as assistants, nothing more. Algorithms can speed up routine tasks, simplify the complex, inspire, and save time. The main thing is to remember that behind all this technology, we stand.

So, trust, but verify. And don't forget, you are the ones guiding all of this in the right direction!

Thank you for reading to the end! Now it's your turn. Tell us, which neural networks have already settled in your bookmarks? Maybe we forgot about some service? Let's update this list together!