Licensed Singing Vocal Data for AI Training
Professional vocal stems with full consent documentation, biometric data agreements, and human performance warranties. Built for AI/ML teams that need legally-cleared, high-quality singing data — not scraped audio, not speech recordings, not mixed tracks.
Every vocal is recorded by a real vocalist who has explicitly consented to AI/ML licensing.
500+
Vocal Recordings
5,000+
Individual Stems
16
Genres Covered
24
Musical Keys
60–175
BPM Range
70/30
Female / Male Split
Why existing data sources fall short
AI music companies face a data crisis. Suno has been sued for $500M+, Udio has settled lawsuits, and the legal landscape is tightening. Speech datasets don't contain musical qualities. Stock music libraries don't provide isolated stems. There has been no legitimate source of consented singing vocal data — until now.
| Feature | The Vocal Market | Scraped Data | Speech Datasets | Stock Music |
|---|---|---|---|---|
| Isolated singing stems | — | — | — | |
| Full signed consent | — | Varies | Varies | |
| Dry + wet + harmonies | — | — | — | |
| Genre, BPM, key, gender metadata | — | — | Partial | |
| Minimal legal risk | — | Varies | ||
| BIPA + GDPR Article 9 compliance | — | — | — | |
| Genre & language diversity | Varies | — | Varies | |
| Monthly new additions | — | — | — |
Built on a real marketplace
The Vocal Market is a marketplace where professional vocalists upload their singing performances for sale to music producers. We have taken this existing ecosystem of high-quality, professionally recorded vocals and built an enterprise data licensing program on top of it.
Every vocalist has opted in to AI/ML licensing with full consent documentation. Every recording is a genuine human performance. Every stem is studio-quality and properly isolated.
What's in the dataset
Dry Vocal Stems
Unprocessed recordings with no effects applied. Ideal for voice synthesis, pitch detection, and building clean training sets.
Wet Vocal Stems
Same performances with professional processing — reverb, compression, EQ, de-essing. Perfect for effects modeling and audio processing research.
Harmonies & Adlibs
Additional vocal layers as separate stems. Adds diversity to your training data with backing vocals, ad-libs, and multi-part harmonies.
Rich Metadata
Every stem tagged with genre, BPM, key, gender, vocal type, and language. Structured data ready for ML pipelines.
16 Genres
4 Languages
Use cases
AI Music Generation
Train generative models on legally-cleared singing vocals to produce original music.
Singing Voice Synthesis
Build text-to-singing or voice conversion systems with professional vocal data.
Stem Separation & Vocal Isolation
Improve source separation models with clean, ground-truth vocal stems.
Audio Processing & Effects Modeling
Paired dry/wet stems enable supervised learning for audio effect replication.
Singing Recognition & Pitch Detection
Train pitch tracking and singing analysis systems on real vocal performances.
Spatial Audio & Immersive Music
Use isolated stems for 3D audio research, spatial rendering, and immersive experiences.
Research & Academia
Ethically sourced vocal data for MIR, computational musicology, and audio ML papers.
Legal compliance & consent framework
Every vocal in our enterprise dataset comes with a complete consent chain. No grey areas, no risk of litigation, no scraped content.
Vocalist Consent Agreements — signed via Jotform Sign with timestamps and audit trails
AI/ML Training Rights — explicit opt-in from every vocalist for data licensing use
Biometric Data Consent — BIPA and GDPR Article 9 compliant biometric data agreements
Human Performance Warranties — every recording is a genuine human performance
Age Verification & Sanctions Compliance — all vocalists verified
Audit-Ready Documentation — full consent chain available upon request
Audit-Ready
Our consent framework is designed for enterprise due diligence. Every agreement includes:
- Timestamped digital signatures
- Explicit AI/ML training opt-in clause
- Biometric data processing consent
- Human performance attestation
- Full chain of custody documentation
Enterprise licensing process
Contact Us
Reach out with your use case and requirements. We'll discuss how our dataset fits your needs.
Evaluate
Receive a sample dataset to evaluate quality, format, and compatibility with your pipeline.
Customize
Filter by genre, vocal type, language, or other criteria. We'll build a dataset tailored to your project.
License
Sign the enterprise licensing agreement and receive your full dataset with documentation.
Grow
Access new vocals monthly as our catalog expands. Your dataset grows with our marketplace.
What our clients say
“The quality of the vocal stems is outstanding. Clean, well-recorded, and the metadata makes it incredibly easy to build structured training sets.”
Alex D.
AI Research Lead
“Having paired dry/wet stems is a game-changer for our audio processing models. We couldn't find this anywhere else with proper consent documentation.”
Marcus T.
ML Engineer
“The consent framework gave our legal team confidence to proceed. Full audit trails, explicit AI opt-in — exactly what we needed.”
Sarah K.
Head of Data
Frequently asked questions
Resources & research
Deep dives on the legal, technical, and commercial questions that come up during enterprise vocal data licensing deals. Written for ML engineers, legal counsel, and AI product teams. Every claim is sourced.