BrainOutput
English

Runs on a private AI box you own

One compact GB10-class device — 128 GB unified memory — runs it on-premise, sold and provisioned by us. No cloud API keys, no data leaving the building.

ASUS Ascent GX10 — GB10-class sovereign AI device on a desk (official ASUS image)
ASUS Ascent GX10from €3 650,22 HT
Dell Pro Max with GB10 — GB10-class sovereign AI device (official Dell image)
Dell Pro Max with GB10from €4 328,25 HT

All private-AI-box apps

Run Open WebUI on a private AI box

License: source-available (not OSI)

A polished, self-hosted chat front-end for local and OpenAI-compatible models — one of the most widely deployed private AI interfaces.

What it is

  • A feature-rich web UI for chatting with local models, with users, roles, and document Q&A.
  • Connects to OpenAI-compatible servers and to local runtimes.
  • Self-hosted: you run it next to your model on your own network.

Open WebUI ships under the "Open WebUI License" — a source-available license with a branding clause, not a standard OSI-approved open-source license. We label it accurately rather than calling it "open source".

Open WebUI is an independent project. BrainOutput has no affiliation, endorsement, or partnership with it — we sell the private hardware you can run it on. Project: Open WebUI.

Cloud API keys vs your private box

The tool is the same either way. What changes is where your prompts and files go, and how you pay.

Cloud API keysYour private box
Data locationPrompts and files are sent to a third-party APIEverything stays on hardware in your office
Cost modelMetered per token — scales with usage, indefinitelyA fixed hardware cost — local inference is unmetered
AvailabilityVendor uptime, rate limits, and model retirements applyRuns offline; you control uptime and model versions
EU complianceData-transfer and processor terms to manage per vendorEU hardware on your premises — sovereignty is physical, not contractual
Model choiceWhatever the vendor exposesAny open-weight model that fits the box — swap freely

Indicative hardware start prices are €3 650,22 HT (ASUS) / €4 328,25 HT (Dell); the full sovereign setup is sur devis.

How it connects to your box

In Settings → Connections, add an OpenAI API connection pointing at the model server on your box.

  • Enter the base URL of your box's OpenAI-compatible endpoint.
  • Select the served model — inference then runs locally, no external key needed.

How BrainOutput fits

  • We deliver the device and the model endpoint Open WebUI connects to.
  • You keep the UI and its user data entirely on-premise.

Frequently asked questions

Is Open WebUI open source?
It is source-available: the code is public but its license (the Open WebUI License) is not OSI-approved and adds a branding clause. We say so plainly.
Does it need the cloud?
No. Pointed at your box's endpoint it runs fully offline, with the model on your own hardware.
Can it do document Q&A privately?
Yes — its retrieval features work against your documents while everything stays on your infrastructure.

Run it on a box we set up for you

We size the device, install an OpenAI-compatible model stack, and hand you the endpoint this app points at. The app stays free and yours.