Your unstructured data, ready for AI
MLtwist is the data operations platform that makes raw images, video, audio, text, and 3D files ready for AI: cleaned, converted, labeled, checked, and traced. Run it with your team, ours, or both.
Trusted by national labs, government agencies, and AI teams
The platform
One platform from raw file to training set
Ingest from your storage, transform with Twists, pre-label with models, label and review, and ship versioned data with a Data ID Card — in one place, whoever does the work.
A Data ID Card on every file
Where the data came from, which model and prompt pre-labeled it, who labeled it, and what rights come with it.
Review at the file level
Approve, reject, and comment on each file so labelers know exactly what to fix before anything ships.
Check labels against the source
Play source and labeled video side by side to catch drift, missed objects, and class errors.
Custom steps without a platform rebuild
Build a Twist for a new format, model, or pre-labeling prompt, and run it inside the same pipeline.
From raw file to training set, on the record
MLtwist is the control layer between your raw data and model training. It runs the same whether our team labels, yours does, or both — so review, lineage, and delivery work the same way.
- Raw data GCS · S3 · Azure
- Prepare Twists: clean · convert · pre‑label
- Label our team, yours, or both
- Review consensus + measured QA
- Training set versioned, with a Data ID Card
Use the platform,
or let us run it
Use one, or combine them. It all runs on the same platform, with the same review and the same record.
Get your data ready
Connect your GCS, S3, or Azure storage and run Twists that clean, convert, and pre-label raw files with models. Use ours, or build your own in Twist AI Builder.
Explore the platform
Label it yourself
Your annotators work in the MLtwist platform. Set up your labels, assign labelers and reviewers, and track quality per person — for images, video, audio, text, and 3D.
See the labeling platform
Have our experts run it
Send data and guidelines. Our expert trainers, program managers, and forward-deployed team run the work on the same platform and check every item.
Explore labeling services
Create the data you're missing
Generate realistic video, images, text, and audio for rare or unsafe-to-film cases, and augment the data you already have with new lighting, weather, and variations.
Explore synthetic dataBuilt for hard, regulated, multimodal data
Programs where a wrong label is expensive and every version has to be traceable.
Public sector & security
Screening scans, surveillance video, and regulated programs, with chain of custody on every version.
Explore public sector
Video & computer vision
Dense, high-motion, drone, and SAR footage, pre-labeled, tracked frame by frame, and reviewed as video.
Explore video
Language & audio
Low-resource languages, named entities, and speech, labeled by linguists with a record of every source.
Read the Stanford storyFeatured case
Sandia prepared security-screening data in less than half the time
Sandia found more than 75 places where errors could creep into its checkpoint-screening datasets. MLtwist automated the cleaning, labeling, and packaging of its 3D scans, with every step versioned and traceable.
- weeks to prepare screening data
- 8 → 3
- error points closed
- 75+
“Thanks to MLtwist's AI data pipelines, we were able to reinvest 50% of our data science spend to increase model performance, while the labeling quality beats any existing open source or commercial solutions we have tried.”
Recent case studies
All case studies
Maritime technology company · Autonomy
Maritime Company Uses MLtwist for Nationwide Video Data Collection
Retail analytics platform · Retail
How MLtwist Supported a Retail Analytics Platform in Structuring Product Data at Scale
Cleantech company · CleanTech
How MLtwist Supported a Cleantech Company Tracking Carbon Emission Activity for Regulatory Action
Get your data ready for AI
Tell us what data you have and where it lives. We'll set it up on the platform, run by your team, ours, or both — and deliver it versioned, in your format.
Also available through Carahsoft and Google Cloud Marketplace.