Solutions · Data collection
Real-world data, collected to your spec
Nationwide commute video from a vetted driver network, ocean footage from vessels and shorelines, and image, audio, and text collection with consent built in. Checked on upload, so bad captures are redone the same day.
The problem
Why this is hard to do well
Coverage
Models need every region, time of day, weather, and accent — not just the data you happen to have.
Consistency
Thousands of captures by non-professionals still have to share the same camera height, angle, and settings.
Consent and privacy
Every contributor agrees to how their data is used, and people, plates, and locations stay unidentifiable.
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.
- Contributor networks
- Vetted drivers, boat operators, speakers, and field observers matched to your regions and schedules.
- Capture protocols
- Mounting guides, setup-photo approval, and test clips before a single full session is recorded.
- Real-time QA
- Uploads are checked for resolution, frame rate, stability, and visibility as they arrive.
- Labeled on arrival
- Collected data flows straight into labeling, with the same review and Data ID Card as data you bring.
Case studies
Programs we've delivered
Automotive company · Autonomy
Automotive Company Uses MLtwist for Nationwide Commute Video Data Collection
Maritime technology company · Autonomy
Maritime Company Uses MLtwist for Nationwide Video Data Collection
Talk to us about data collection
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.