Designing optimal local-AI hardware is genuinely hard.
Picking the right machine to run a model locally is a cross-domain engineering problem most people — and most teams — don't have the right engineer for.
Everything is coupled
Model size and quantization set memory bandwidth; bandwidth and power set the silicon; silicon sets the heat; heat sets the chassis and cooling; the chassis sets the form factor and the cost. Pull one dial and the rest move.
Spec sheets aren't a design
A parts list isn't a system. The hard part is reconciling thermals, power, throughput, and budget at once — and proving the result actually holds under load before you spend a dollar.
Agents do the cross-domain engineering for you.
Outfra turns a plain-language spec into a validated, buildable system. The agents reason across every domain at once, so the design that comes out is internally consistent — not a wishlist.
You set the constraints — workload, budget, power envelope, form factor, environment. The factory resolves them into hard numbers, lays out the system, generates parametric CAD and a rationale-backed bill of materials, then runs thermal simulation to confirm it survives burst and sustained load. The output is a complete machine you could build today.
Spec to buildable system, in four moves
Spec
Describe the use-case and budget in plain language — e.g. "run a 7B model in a field briefcase under 60W."
Constraints
Agents convert the spec into hard limits: memory bandwidth, power envelope, thermal headroom, noise, and cost.
CAD · BOM · Thermal
A layout is solved, parametric CAD is emitted, and every part on the BOM carries its reasoning.
Validate
Thermal sim and operating-mode envelopes confirm the system holds — before a single part is ordered.
The best hardware for your budget — then built.
Today the factory hands you a validated design. The roadmap closes the loop from design to a box on your bench.
Design. A complete, validated system for your use-case and budget: CAD, rationale-backed BOM, and thermal simulation you can read and trust.
Source. The factory sources the parts — turning the bill of materials into a procurement-ready, in-stock kit.
Fabricate. The factory manufactures and assembles the machine, so you go from a use-case to a finished, validated PC end to end.