Solutions · AI workloads & pipelines
Run AI workloads on your data, where it lives
Twists are containerized pipelines that run on your data in your cloud: model pre-labeling, LLM-powered ETL, format conversion, and exports to the tools you already use. Use ours, or build your own in the browser with the Twist AI Builder.
The problem
Why this is hard to do well
Glue code everywhere
Every dataset gets its own scripts, and they live on one engineer's laptop.
Scale
Hundreds of thousands of files, GPU models, and long-running jobs don't fit in a notebook.
Traceability
Months later, nobody can say which code, version, or settings touched which file.
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.
- Ready-made Twists
- Import, convert, pre-label, and export pipelines that run out of the box.
- Twist AI Builder
- Write a custom container in the browser with an AI assistant, test-build it, and publish it as a versioned Twist.
- LLM-powered ETL
- Language models reshape messy text and metadata into the schema your training code expects.
- Connected to your stack
- GCS, S3, and Azure storage, third-party labeling tools such as Datasaur, Kili, and Vertex AI, and a REST API.
- Every run recorded
- Each run logs the Twist version, who started it, its inputs, and its settings.
Case studies
Programs we've delivered
Bobidi · AI & technology
How Bobidi and MLtwist Delivered Faster AI Validation and Higher Quality at Lower Cost
Sandia National Laboratories · Public sector
Checkpoint-screening data prep for TSA's threat detection program
Defense company · Defense & security
How MLtwist Streamlined AI Data Processing for SAR-Based Ship Detection Models
Talk to us about ai workloads & pipelines
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.