# How NormaCore uses Nebius AI Cloud

**less than 3 hours**: “transition from initial evaluation to full production use in less than 3 hours”

As published on [nebius.com](https://nebius.com/customer-stories/normacore). Captured by usedby on 2026-10-07.

- Company: [NormaCore](https://www.usedby.ai/companies/normacore.md)
- Tool: [Nebius AI Cloud](https://www.usedby.ai/tools/nebius.md)

## What the story says

NormaCore uses Nebius S3-compatible object storage to retain robot telemetry and demonstration data, and Nebius serverless GPU instances to train vision-language-action models whose policies are then pulled back to robot fleets. This gives it a single provider for the loop from data capture to model deployment.

Summary written by usedby from the source page, in English. The figures are those of Nebius AI Cloud and NormaCore, not ours.

> Nebius provides both through a single integration: S3-compatible storage for long-term telemetry retention, and serverless GPU compute for training and inference. For NormaCore and its users, this means one provider, one bill, one integration point, and a unified workflow from data capture to model deployment.

- **24 hours**: “At a recent hackathon, a team of three developers used the combined power of NormaCore’s systems on Nebius to successfully complete a complex project in approximately 24 hours.”

> A researcher running Station on an SO-101 arm can collect demonstrations into NormFS, push the dataset to Nebius object storage, spin up GPU instances for training, and pull the resulting policy back to the robot without stitching together three different vendors
>
> Dmitriy Samsonov, Co-Founder, NormaCore

## What usedby checked

We compared the story with its live page on 2026-10-07.

- Checked: the figure less than 3 hours is printed word for word on the page, near the name of NormaCore.
- Checked: the passage quoted above is copied word for word from the page, near the name of NormaCore.
- Checked: each number in our summary is printed on the page.
- Checked: NormaCore uses Nebius AI Cloud. Confirmed line. Latest check across sources: 2026-10-07.
- Not checked: the result itself. We quote it; we did not measure it.

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Source: https://www.usedby.ai/case-studies/normacore-nebius · How we check: https://www.usedby.ai/methodology