The problem
valuable 3D work is still trapped inside closed specialist systemsspatial-reasoning
Use AI on complex 3D engineering work without replacing the tools your teams already rely on.
Most manufacturing teams still keep geometry, review decisions, and engineering context locked inside specialist CAD environments. We create a shared reasoning layer that helps engineers, designers, and adjacent teams work faster around that 3D context.
Built around existing CAD stacks
AI-assisted review and guidance
For engineering and manufacturing teams
Our approach
connect geometry, documentation, and engineering context in one reasoning layerWhy it matters
more teams can review, decide, and act without living inside CAD all dayPlatform
A shared workspace for geometry, review signals, and AI-guided decisions.
The platform sits around your existing CAD and engineering stack, giving teams a place to interpret 3D work without ripping out the systems they already use.
Connect existing context
Bring models, technical documents, requests, and engineering notes into one review surface.
Surface what matters
Highlight issues, dependencies, and decision points earlier so teams spend less time hunting across tools.
Keep people in control
Use AI to guide review and triage while engineers remain in charge of the final call.
Workflows
Start with the manufacturing workflows where 3D context is valuable but hard to access.
01
Design review acceleration
Bring geometry, review notes, and linked documentation into one place so teams can evaluate changes faster.
02
Manufacturing readiness
Help manufacturing and engineering teams see issues, dependencies, and handoff risks earlier in the process.
03
Cross-functional decisions
Make 3D understanding easier to share with adjacent teams who are critical to decisions but rarely live in CAD.
Enterprise fit
Designed to layer into real manufacturing environments, not ask teams to start over.
The goal is to sit around current CAD, PLM, document, and review workflows rather than replace them on day one.
Start with one workflow, one team, or one review motion and prove value before expanding further.
AI should support engineering judgment, not replace it. The platform is strongest when it helps teams review with more context.
Why teams care
Enterprise customers do not need another isolated tool. They need a better layer around the systems they already trust.
The strongest wedge is not “AI for everything.” It is focused, high-value workflows where AI can make 3D work more reviewable, more collaborative, and easier to operationalize.
Buyer lens
pilot-ready
Adoption model
human in loop
Environment
enterprise stack
The win is not replacing CAD. The win is making the work around CAD faster, clearer, and easier to share.
Start with a pilot