Isolated tenants
Design data, models, and derived artifacts are segregated per tenant with independently held encryption keys. Nothing crosses a tenant boundary, including for model improvement.
Technology
A virtual factory that proves the part before it exists.
Generative Optimized Virtual Fabrication is a literal description of the architecture. The part is designed, loaded, analyzed, and manufactured in simulation before any material is committed.
Platform architecture
Four layers between language and hardware.
LAYER 01
Requirement model
Natural language is resolved into a formal specification: load cases, service environment, mating interfaces, mass and envelope budgets, applicable standards, and acceptance criteria. This model — not the geometry — is the authoritative record of what the part must do, and every downstream artifact is traceable back to it.
LAYER 02
Generative geometry
Topology optimization, parametric synthesis, and learned design priors produce candidate geometry directly against the requirement model. Optimization targets stiffness-to-mass under the specified load cases while honoring keep-out volumes and fixed interfaces as hard constraints.
LAYER 03
Physics validation
Automated meshing and finite element analysis evaluate stress, deflection, buckling, fatigue, and thermal behavior on every candidate. Boundary conditions, mesh quality, and margins are recorded and inspectable. Candidates that fail their acceptance criteria are eliminated before review.
LAYER 04
Manufacturing fabric
Surviving candidates are qualified against real machine envelopes, tooling access, material availability, and facility accreditation. Release generates toolpaths, inspection plans, and the documentation package, then routes the job to a facility eligible under the project's constraints.
The optimizer
Material only where the load goes.
Topology optimization starts from a solid design domain and iteratively removes material that carries little load, converging on the structure that carries the specified forces at minimum mass. The result looks organic because load paths are organic — the bracket on the right is the same solve that runs on our home page.
The optimizer respects everything the requirement model declares fixed: mounting interfaces, clearance volumes, minimum wall thickness for the chosen process, and the safety factor your program mandates.
- Iteration
- 000 / 104
- Mass fraction
- 100.0 %
- Compliance
- 1.000 J
Security architecture
Controls in the foundation, not in a policy document.
Design data is intellectual property, and for many of our users it is controlled information. The platform is built so that handling it correctly is the only available behavior.
Least-privilege access
SAML and OIDC single sign-on with enforced MFA. Authorization is evaluated per project, per design, and per revision, and access reviews export on demand.
Append-only audit log
Every prompt, candidate, analysis run, approval, release, and download is written to an immutable log bound to a named identity and preserved for the life of the program.
Enforced production boundaries
Export classification and sovereignty rules are attached to the project. A job physically cannot be routed to a facility that fails the eligibility check.
Cloud, government cloud, or enclave
Commercial cloud for most work, government cloud regions for controlled programs, and air-gapped enclave deployment where connectivity is not permitted.
Independent assessment
Third-party assessment and penetration testing results, along with current accreditation status, are provided under NDA during qualification.
Production network
Capability envelope.
| Process | Representative materials | Typical tolerance | Max envelope | First article |
|---|---|---|---|---|
| Additive — metal | Ti-6Al-4V, 316L, AlSi10Mg, Inconel 718 | ±0.10 mm | 400 × 400 × 400 mm | 5–10 days |
| Additive — polymer | PA12, PA12-CF, Ultem 9085, PEEK | ±0.15 mm | 600 × 400 × 500 mm | 2–5 days |
| CNC machining | 6061-T6, 7075-T6, 304/316, brass, Delrin | ±0.025 mm | 1200 × 600 × 500 mm | 4–9 days |
| Laser & waterjet | Sheet steel, aluminum, titanium, composite | ±0.10 mm | 3000 × 1500 mm sheet | 2–4 days |
| PCB fabrication | FR-4, Rogers, flex and rigid-flex stackups | 3/3 mil trace | Up to 20 layers | 3–7 days |
| Injection molding | ABS, PC, PP, glass-filled nylon, TPU | ±0.05 mm | 1200 t press | 15–25 days |
| Robotic assembly | Multi-part builds, fastening, potting, test | Per spec | Program-defined | Program-based |
Review the architecture with our team.
We will walk your engineering and security leads through the platform in detail.