BrainOutput
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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 Dify on a private AI box

License: source-available (not OSI)

A visual LLMOps platform for building agents and RAG applications — backed by a model on your own box.

What it is

  • A platform to design, test, and deploy LLM apps and agents visually.
  • Built-in RAG, prompt orchestration, and app APIs.
  • Self-hostable for private deployments.

Dify ships under the Dify Open Source License — an Apache-based source-available license with restrictions, not a plain OSI-approved license. We label it accurately.

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

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

Dify supports an "OpenAI-API-compatible" model provider you configure with a base URL.

  • Add the OpenAI-API-compatible provider with your box's base URL and model name.
  • Build agents and RAG apps that call your private model.

How BrainOutput fits

  • We deliver the device and the model endpoint Dify's apps run against.
  • Your app logic, data, and inference stay on-premise.

Frequently asked questions

Is Dify open source?
It is source-available under the Dify Open Source License (Apache-based, with restrictions), not a plain OSI-approved license. We label it accurately.
Can its apps use a local model?
Yes — add the OpenAI-API-compatible provider pointing at your box and your apps call the private model.
Good for RAG?
Yes — Dify has built-in retrieval; pointed at your box, the whole pipeline stays private.

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.