An Aivell carries a set of specialist models, all running onboard: a vision model that reads scans and photos, a dedicated model that drives the Browser Agent, a compact one that indexes your knowledge base, and a workhorse that runs your chores. Each job gets the model built for it.
Nobody staffs an office with one person who does accounting, reception, IT and legal. Yet that’s how most AI products are built: one enormous generalist model, asked to do everything, mediocre at half of it — and far too big to run anywhere but a data center.
An Aivell takes the office approach. Inside the box lives a small team of models, each picked for one job and sized to do that job superbly on modest, quiet hardware. That’s the trick that makes serious AI fit on a shelf: you don’t need a giant that knows everything, you need the right specialist at the right moment.
Reading documents is a vision job. A dedicated vision model reads scans, phone photos and handwriting — the crumpled receipt, the stamped delivery note — with the patience of a clerk and none of the typos.
Driving websites is its own discipline. The Browser Agent runs on a model trained for exactly that: finding the right button on a cluttered supplier portal, filling the form, not clicking the banner ad. A generalist gets lost in there; the specialist doesn’t.
Your knowledge base is served by a compact model whose only job is indexing what you know — manuals, policies, past decisions — so questions find answers by meaning, not keyword luck.
Your chores are run by the workhorse: the model that reads the procedure, keeps its place, calls the tools and knows when to pause and ask you.
When a chore needs several of them — read the scanned invoice, check it against the ledger, fetch the portal — the handoff happens inside the box, in milliseconds, without a byte leaving your network.
Models improve monthly, and an appliance shouldn’t age like a phone. When a better specialist appears for a role, it ships to your box as a routine update: same chores, same guardrails, same fixed fee — better eyesight. You never picked a model, so you never have to migrate off one. You hired a colleague; how it divides the work into brains is the colleague’s business.
Because a model big enough to be decent at everything is enormous, and still mediocre at reading a crumpled receipt. Specialists win on accuracy and fit on a small box — a focused vision model beats a giant generalist at its own job, at a fraction of the size.
Ours to pick, and we swap them as better ones appear — updates land on the box like any other software update. That's the point of buying an appliance instead of a subscription to a name: you buy outcomes, and the roster behind them is our problem.
No. Every model in the lineup runs onboard, so a document passed from the vision model to the reasoning model travels a few centimeters of circuit board, not the internet. The privacy story doesn't change with the division of labor.
Yes — that's precisely why it exists. It reads scans, phone photos, stamps and handwritten notes the way a patient clerk would, and because it's a specialist, it does so with the accuracy the general-purpose crowd can't match on paper documents.
An on-premise AI colleague reads every supplier invoice — PDF, scan or photo — and books it into your sheet or database. Invoices never leave your office.
Delivery notes, meter dials and site damage read from photos by a vision model on your own box — and written straight into your database as structured records.
Employees snap a receipt and email it. A private AI colleague reads the photo on the box, categorizes the spend and books it — the image never leaves your network.
The Browser Agent logs into supplier, bank and utility portals, downloads the month's invoices and files them on your share — passwords never leave the box.
Every manual, contract and memo indexed on a box in your office. Your team asks in plain language and gets cited answers — nothing leaves the building.
An Aivell is an on-premise AI colleague: a small box that plugs into your network, runs its own AI onboard and takes the repetitive work off your desk. Prompts, documents, data — nothing ever leaves your office. Unplug the internet: it keeps working.
You describe each task as a chore, in plain language. Your Aivell turns it into a solid, guarded procedure and runs it in the background — with guardrails on every tool, a complete audit trail, and approvals in your hand when you want them. One-time setup, fixed monthly fee. No tokens, no overages.
onboard inference · air-gapped · fixed monthly fee