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AI-Assisted Music Production: A User Study on Text-to-Music Models

Published: September 27, 2025 | arXiv ID: 2509.23364v1

By: Francesca Ronchini , Luca Comanducci , Simone Marcucci and more

Potential Business Impact:

Lets computers make music from your words.

Business Areas:
Music Media and Entertainment, Music and Audio

Text-to-music models have revolutionized the creative landscape, offering new possibilities for music creation. Yet their integration into musicians workflows remains underexplored. This paper presents a case study on how TTM models impact music production, based on a user study of their effect on producers creative workflows. Participants produce tracks using a custom tool combining TTM and source separation models. Semi-structured interviews and thematic analysis reveal key challenges, opportunities, and ethical considerations. The findings offer insights into the transformative potential of TTMs in music production, as well as challenges in their real-world integration.

Page Count
13 pages

Category
Electrical Engineering and Systems Science:
Audio and Speech Processing