Enterprise Audio Data
Enterprise-Grade Audio Training Data
Built-In Compliance, Provenance & Quality Controls
Why USpeaks for AI/ML
A trusted source of audio datasets engineered for ML/AI excellence.
Compliance-Ready
Built-in rights and licensing gates ensure all audio assets meet legal requirements before training begins
Enterprise-Grade
Schema-bound exports, API access, and modular delivery designed for seamless pipeline integration
Forensically Auditable
Root-of-trust manifests and SHA-256 hashes provide cryptographically verifiable audit trails
For ML/AI Teams & LLM Trainers
Train better models with data engineered for reliability.
Deterministic Splits
Speaker-disjoint train/val/test splits (80/10/10) with metadata-rich files
Embedded Provenance
Salted hashes and schema versioning for full reproducibility
Rich Annotations
16-label multi-hot classification + 12 domain classifiers + embeddings
For Data Procurement & Technical Leads
Flexible delivery that integrates cleanly with your pipelines.
Schema Standards
Parquet exports with strict schema validation and versioned manifests
API Access
Secure, scalable delivery endpoints for automated ingestion
Modular Bundles
16kHz WAV + JSON manifests + QC reports — choose what you need
For Compliance & Risk Teams
Traceable, legally compliant datasets you can verify.
Rights Gating
First-class licensing validation ensures only licensed audio is included
QC Thresholds
Automated gates block export if quality fails — configurable thresholds you control
Audit Artifacts
manifest.json, QC_report.json, and full provenance chain for regulatory confidence
User-Created Voice Datasets
For media and data licensing clients.
Individual Datasets
1-hour datasets created by individual users with standardized licensing tiers (Q0–Q3)
Flexible Access
Optional streaming/raw audio access with transparent pricing based on scope + rights
Best For
Ads, entertainment, podcasting, utility voice, lightweight annotation
Enterprise ML Datasets
For ML and AI training clients.
Verified Voice Pool
Applesauce-assembled bundles from KYC-cleared speakers with 16kHz WAV + transcription
ML-Ready Structure
Deterministic speaker-disjoint splits (80/10/10) with SHA-256 hashes, QC gating, watermarking
Best For
LLM training, voice cloning/synthesis, foundational AI model pretraining
The Process
Every dataset passes through our rigorous quality and compliance pipeline.
Ingest & Rights Gating
Audio collection with KYC verification and license validation at the source
Quality Control
Automated QC gates with configurable thresholds block non-compliant data
Schema Validation & Export
Parquet exports with manifests, delivered via secure API endpoints
Use Cases
Built for enterprise AI workflows.
Improve ASR Accuracy
Train automatic speech recognition models with diverse, high-quality audio annotated for your domain
Enterprise AI Governance
Build AI systems with fully traceable training data, meeting regulatory requirements
Compliance-Ready Pipelines
Integrate verified, rights-cleared datasets into your ML workflows without legal uncertainty
Trusted Controls & Verification
Rights gating, quality gates, provenance manifests, and secure API delivery — everything enterprise data procurement expects, built in from day one.
USPEAKS
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