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 AnythingLLM on a private AI box

License: MIT

An all-in-one app that turns your documents into private, cited chat — retrieval-augmented, workspace-organised, fully self-hostable.

What it is

  • A document-to-chat workspace: drop in files and query them with citations.
  • Built-in RAG, multiple workspaces, and role-based access.
  • Runs as a desktop app or self-hosted Docker service.

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

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

AnythingLLM has a "Generic OpenAI" LLM provider for any OpenAI-compatible server.

  • Choose the Generic OpenAI (or LocalAI) provider and enter your box's base URL.
  • Set the model name — your documents are then embedded and queried entirely on your hardware.

How BrainOutput fits

  • We provide the device plus an embedding + chat model stack sized for your corpus.
  • Your document index and vectors stay on the box, never in a cloud.

Frequently asked questions

Do my documents leave my network?
No. With AnythingLLM pointed at your box, both embedding and inference happen locally — the corpus never leaves your premises.
Is it really MIT-licensed?
Yes — AnythingLLM is published under the MIT license, verified against its repository.
How big a knowledge base can it handle?
That depends on the model and memory; we size the device (and the embedding model) to your corpus during the assessment.

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.