inference · for companies

NFRNS, said “inference” · on-premises edition coming soon

Your company’s brain. On your premises.

NFRNS reads how your business actually works, from your own documents and systems, maps the processes, and proposes what to automate. Then it runs them, stopping for a yes at every step that matters. Nothing leaves your building. Nothing runs without a person.

One Linux box with Docker. Open model, Apache-2.0. Your data never leaves it.

A sphere split into two hemispheres by a thin slit of light: matte black on the left, teal glass on the right. The NFRNS mark, as an object.

What NFRNS makes

Live

SAM, for people

The AI assistant you message on WhatsApp that does the job: finds it, books it, pays for it, remembers what you told it. Running on NFRNS’s own servers in the UAE; on your device soon. heysam.bot

Early access

The company brain, for companies

Learns your business from your own documents and systems, proposes what to automate and runs it with your approval. On your premises, or hosted by NFRNS. This page.

How it learns your business

A stack of documents and two open folders; thin lines of teal light rise from the pages into a small black sphere above them.
  1. Connect what you have

    A folder of handbooks and policies, a shared drive, exports from your systems. PDF, Word, spreadsheets, email. Read and indexed on your own machine.

  2. It maps the processes

    Who does what, when, in which system, with which handoffs and pain points. Where the documents are silent, it asks the owner.

  3. It proposes playbooks

    What an assistant could take over, with a risk class and an approval gate on every step that sends, pays, orders or changes a system.

  4. A person approves

    Nothing runs before someone says so. Approvals, edits and rejections go on an audit chain you can verify offline.

  5. It runs, and you keep the yes

    Playbooks run on your schedule or on demand, in chat or in the console, and stop for your yes at the gates. Every run is on the chain.

Nothing runs without a yes.

Every playbook NFRNS proposes comes with the evidence it was built from and a gate on each step that sends, pays, orders or changes a system. A person approves, edits or rejects it in the console or in chat. Every decision, and every run, goes on a hash chain you can verify offline, long after the people who made it have moved on.

NFRNS console · Acme Trading · on-premises

Automate: expense claimsmedium risk

Found in: Finance handbook, Expense policy 2026. Claims are filed late and receipts go missing.

  1. Collect receipts from staff in chat before the 5th
  2. Pre-fill the claim in Falcon Finance
  3. Submit claims over AED 2,000 to the department headneeds a yes
ApproveEditReject
audit #0412 · playbook.proposed · chain intact

Two brains and a membrane

Your people want an AI that knows them. You want an AI that knows the company. NFRNS gives each its own brain and puts a membrane between them, so neither leaks into the other.

A matte black sphere and a teal glass sphere on a pale surface, a thin frosted pane standing between them; beams of teal light stop at the pane.

The company brain

Your documents, your processes, your playbooks, on your hardware. Readable by role, so the board pack stays with the board.

The membrane

Every exchange between a person’s brain and the company’s is parsed, labelled personal, work or sensitive, redacted, and allowed or refused by the grants you set. Offboarding is one step: the link is revoked and company data is cleared from the person’s brain.

Each person’s own brain

SAM, our assistant for people, kept separate: the same person, their own brain, their own life. Cards, IDs, codes and credentials never cross, whatever the grants say.

Runs where you say

A small matte black appliance with a single thin teal light, standing on a pale oak desk in a bright office.
Coming soon · early access

On your premises

One Linux box with Docker: the model, the brain and the console. 64 GB of RAM runs the open model on CPU; a 24 GB GPU makes it fast. ./nfrns init, ./nfrns up, ./nfrns connect, ./nfrns discover. No outbound traffic once the model is on disk.

A quiet data-centre aisle at night: dark cabinets with thin teal status lights and a polished floor.
Now

Hosted by NFRNS, in the UAE

The same brain on NFRNS’s own servers in the UAE, one tenant per company, each sealed with its own key. For teams that want it running this month, before the on-premises edition ships.

For startups shipping AI

An assistant that knows your product, your customers and your runbooks, without wiring up a cloud stack: the same box, your data, a console your team uses on day one, and an API your product calls. Open model, open weights, no per-token bill to a model vendor.

The NFRNS mark as a sphere on an ink-black surface, a line of light where the two halves meet.

Get early access.

Tell us what you would automate first. We onboard a few companies at a time and set the first one up with you.

We reply by email within two working days. No newsletter.