IBM Watson Beat is a revolutionary technology that uses artificial intelligence and cognitive computing to create music. The technology is designed to help musicians and artists create unique sounds and songs by analyzing vast amounts of data from various sources and different elements of music, such as tempo, melody, and chord progressions. It then uses this information to generate new music that is unique and original. The system can also learn from user feedback and improve its music-making abilities over time.

AIVA (Artificial Intelligence Virtual Artist) is another popular AI music software that has been used extensively by music composers and producers. It uses deep learning algorithms to generate original music tracks based on the user's inputs such as tempo, mood, and instruments. The software has a user-friendly interface and the tracks can be highly customized. AIVA is being used by music composers and producers who want to create high-quality music tracks quickly.

Beatoven.ai is an AI-powered music creation platform that allows users to easily create original music compositions without any prior knowledge of music theory or instruments. It analyzes music patterns and generate new melodies and beats that users can customize and arrange to create their own unique tracks.

An advantage of Beatoven.ai is its collaborative capabilities, which allow users to work together on projects in real-time. This is particularly useful for musicians and producers who want to collaborate on music projects remotely, as it eliminates the need for physical studio space and equipment.

Boomy is a music creation platform that allows users to create their own original songs in seconds. Boomy makes it possible for anyone to make music, regardless of their experience level. Users can choose from a wide range of genres, moods, and instruments to create a unique sound that reflects their individual style. And with the ability to customize the production and composition of each song, users can fine-tune their creations to their exact specifications.

But Boomy isn't just about making music – it's also about sharing it with the world. Users can submit their songs to streaming platforms and get paid when people listen. And with a global community of artists empowered by Boomy, users can connect with other like-minded musicians and collaborate on new projects.

One of the most exciting features is the ability to add vocals to a song. With the "Add Vocal" feature, users can choose to add custom vocals or try an experimental auto-vocal. Custom vocals allow users to sing, rap, or add a top-line to their song, while auto-vocal turns a short audio phrase or sample into an algorithmic vocal line.

Harmonai is a powerful music software designed to help musicians of all levels improve their understanding of music theory and composition. With its user-friendly interface and advanced features, Harmonai is an essential tool for anyone looking to enhance their musical skills and knowledge.

One of the key features of Harmonai is its chord progression generator. This tool allows musicians to quickly and easily create chord progressions for their songs, providing them with a solid foundation to build upon. The software also includes a range of different chord voicings and progressions, giving users the flexibility to create unique and personalized sounds.

Another useful feature of Harmonai is its scale generator. This tool allows musicians to explore different scales and modes, helping them to better understand the relationships between notes and chords. With Harmonai, users can experiment with different scales and modes, and even create their own custom scales to use in their compositions.

Harmonai also includes a range of other features, such as a note and chord library, a rhythm generator, and a melody generator. These tools help musicians to explore different musical ideas and develop their own unique style. Whether you're a beginner or an experienced musician, Harmonai is an invaluable tool for anyone looking to take their musical skills to the next level.

Magenta Studio is a MIDI plugin for Ableton Live. It contains 5 tools: Continue, Groove, Generate, Drumify, and Interpolate, which let you apply Magenta models on your MIDI clips from the Session View.

Musicfy.lol is an AI-powered music tool that turns text into songs. Just tell the AI what kind of a track you want to create and it will get the job done for you. Also, this tool allows you to create a custom voice that you can sing songs with. You can also clone popular artists’ voices to sing your songs.

OpenAI Jukebox can generate music in a wide range of styles and genres, using a combination of deep learning techniques that analyze and synthesize audio data.

It is based on two main components: the audio model and the autoregressive model. The audio model is trained on a dataset of raw audio samples and is responsible for generating the waveform of the music. The autoregressive model is used to generate the sequence of notes and rhythms that make up the music.

One of the most impressive features of the OpenAI Jukebox is its ability to generate music that is stylistically similar to existing songs or artists. By training the model on a large dataset of music, it can learn to recognize and replicate the patterns and characteristics of different genres and styles. This means that musicians and producers can use the technology to create new compositions that are similar in style to their favorite artists, without needing to have extensive knowledge of music theory or production techniques.

Another advantage is its potential to streamline the music production process. With traditional recording methods, producers need to spend a significant amount of time recording and editing audio tracks, which can be a time-consuming and expensive process. With the OpenAI Jukebox, however, producers can create high-quality music quickly and easily, without the need for extensive recording and production equipment. This technology has the potential to revolutionize the music industry by democratizing the music production process and enabling more people to create high-quality music.

Orb Producer is a cutting-edge artificial intelligence (AI) music composition software that is designed to assist music producers in creating professional-sounding compositions in a variety of genres.

The software utilizes a proprietary algorithm that analyzes the user's input and generates original musical ideas that can be used as the basis for complete compositions. Orb Producer also allows users to customize and manipulate the generated music in real-time, providing a high degree of flexibility and creative control.

Orb Producer is compatible with a wide range of digital audio workstations (DAWs) and virtual studio technology (VST) plugins, making it a versatile tool for any music production setup. It is also equipped with a variety of advanced features, such as chord progression generation, melody generation, and intelligent harmonization.

Riffusion generates music from text files.

This is the v1.5 stable diffusion model with no modifications, just fine-tuned on images of spectrograms paired with text. Audio processing happens downstream of the model. It can generate infinite variations of a prompt by varying the seed. All the same web UIs and techniques like img2img, inpainting, negative prompts, and interpolation work out of the box.

An audio spectrogram is a visual way to represent the frequency content of a sound clip. The x-axis represents time, and the y-axis represents frequency. The color of each pixel gives the amplitude of the audio at the frequency and time given by its row and column.

With diffusion models, it is possible to condition their creations not only on a text prompt but also on other images. This is incredibly useful for modifying sounds while preserving the structure of the original clip you like. You can control how much to deviate from the original clip and towards a new prompt using the denoising strength parameter.