Music
Music is more than notes. It is rhythm, emotion, and cultural context that make a song resonate. Verita Studio provides the datasets, benchmarks, and evaluation pipelines that help your models move beyond imitation and into authentic creation.
Our Music Services
Composition Benchmarks
Private benchmarks that test melody, harmony, rhythm, and emotional impact. Built with expert annotated music that challenges models to perform at a professional level.
Producer Grade Scoring
Evaluations led by musicians, producers, and audio engineers who judge music on originality, production quality, and emotional resonance. Because what matters is whether it moves people.
SFT Datasets for Music
Supervised fine tuning datasets spanning genres, instruments, and compositional structures. Designed to give your models the range and depth of a working musician.
Red Teaming for Music Models
Systematic testing against plagiarism risks, copyright concerns, and failure cases in generative composition. We help ensure your models are both safe and compliant.
Curated Music Libraries
Exclusive, high quality recordings sourced from professional sessions, including multitrack stems, MIDI data, and annotated compositions. These libraries give your models the detail they need to generate music that sounds real.
Custom Evaluations
Domain specific benchmarks for music generation. From advertising jingles to full length compositions, we tailor evaluations to the standards of your industry.
Generic music datasets provide sound. What is rare and valuable is data shaped by working artists and producers who know how music should feel. By combining creative talent with proprietary pipelines, we help your models generate music that is original, expressive, and production ready.
We collaborate with musicians, producers, and industry experts worldwide to capture cultural nuance and stylistic diversity across genres.
Through partnerships with leading labels, studios, and agencies, we provide access to priority music content that cannot be found in off the shelf datasets. This gives your models exposure to compositions and performances that are high quality, authentic, and truly differentiated.
Every dataset and evaluation is reviewed by musicians and technical leads to ensure consistency, fidelity, and quality.
Our pipelines are built for both precision and speed. Whether you need quick pilots or large scale production datasets, we deliver on time without sacrificing accuracy.
