Local AI

$ hardware·capabilities

Right-sized hardware,
not oversized appliances.

We size the system to your workload, not to the vendor's commission. The same GB10 silicon ships at $2,999 to $5,079 across vendors. The difference is markup. We disclose ours.

spec_sheet·3 tiers·markup disclosed

> tiers

Sized to the work.

Three configurations. One disclosed markup. The price scales with the workload, not the sales target.

  1. 01

    Build

    Developer workstation / prototyping

    workload
    Code-gen, internal RAG prototypes
    price
    $9K–$18K all-in
    hw markup
    10–15% disclosed
    svc margin
    30–50%
  2. 02

    Run

    Production single-node inference

    workload
    Steady load, 7B–70B open-weight models
    price
    $90K–$180K all-in
    hw markup
    10–15% disclosed
    svc margin
    30–50%
  3. 03

    Floor

    Multi-GPU, high-volume or edge-hardened

    workload
    Warehouse / floor deployment
    price
    $250K–$450K all-in
    hw markup
    10–15% disclosed
    svc margin
    30–50%

$ fit_check

We will tell you when not to buy.

Owned hardware is the wrong answer more often than vendors admit. Here is the honest gate we run before quoting anything.

[ DO NOT ]When you do not need owned hardware

  • Bursty or coding-agent workloads
  • Frontier multimodal needs
  • Facility not ready for power / cooling / network
  • IT bandwidth insufficient to operate it
  • Sustained utilization below 60%

[ DO ]When you do

  • High-volume, steady-state inference
  • Regulated or contractually-bound data
  • 7B–70B open-weight models fit the task
  • 60%+ sustained GPU utilization
60%
minimum sustained GPU utilization

> bundles

Pre-tuned, not blank-box.

Every tier ships with at least one agent already tuned to the work, so the box earns its keep on day one, not month three.

> architecture

The destination is hybrid.

Frontier models in the cloud for reasoning and burst; owned open-weight models on local hardware for the steady, sensitive baseline load.

$ next

Find out if the floor is even the right place for it.

We run the workload-fit assessment before we quote a box. If owned hardware is wrong for you, that is the answer you will get.

Take the Workload-Fit Assessment Register interest