Solutions · Data provenance & compliance
Know where every training file came from
Every dataset ships with a Data ID Card: where each file came from, what changed it, who labeled it, and under what terms. Recorded as the work happens, not reconstructed for an audit.
The problem
Why this is hard to do well
Regulators are asking
AI rules and procurement reviews increasingly ask what a model was trained on and whether you had the right to use it.
Long vendor chains
Data passes through collectors, tools, and labeling vendors, and each hand-off loses the paper trail.
Rights and consent
Licenses, consent, and usage limits have to follow each file, not sit in a contract folder.
How MLtwist does it
Platform and people, together
Our platform does the repeatable work; our team, yours, or both handle the judgment calls. Every version ships with a Data ID Card.
- The Data ID Card
- Origin, transformations, people and vendors, and compliance recorded for every file.
- Versioned deliveries
- Each delivery is a version you can diff, roll back, and cite.
- Your data stays yours
- Files stay in your GCS, S3, or Azure bucket, encrypted at rest, with role-based access.
- Built for public sector
- Chain of custody for regulated programs, and purchasing through Carahsoft and Google Cloud Marketplace.
Case studies
Programs we've delivered
Stanford · Research
Research-grade language data with a Data ID Card
TSA · Public sector
Multimodal labeling contract for aviation security
Sandia National Laboratories · Public sector
Checkpoint-screening data prep for TSA's threat detection program
Talk to us about data provenance & compliance
Tell us the data type, volume, and timeline. We'll scope it with our team, yours, or both — and deliver it versioned, in your format.
Also available through Carahsoft and Google Cloud Marketplace.