Data Preparation & Engineering
Real data or synthetic data — we handle both
Bring your own data and we clean, format, label, and prepare it for model training — with domain expert review at every stage. Need data generated from scratch? We engineer domain-specific synthetic datasets validated against downstream model performance. Not just statistically correct data — data that trains better models. Every engagement includes a compliance audit artifact covering HIPAA, FCRA/ECOA, and GDPR lineage requirements.
What's Included
- Real data preparation: cleaning, formatting, labeling, validation
- Synthetic data generation for domains where real data is restricted, scarce, or insufficient
- Hybrid augmentation — filling gaps in real datasets with validated synthetic data
- Domain expert review: clinical, regulatory, or operational expertise depending on the vertical
- Performance gate: every dataset validated to prove it trains a better model
- Compliance audit artifact: lineage documentation for HIPAA, FCRA/ECOA, GDPR
- ISO 27001 and ISO 9001 certified processes
We do not just deliver data. We deliver proof that the data trains a better model.
