Automate product CAD at scale.
Outlier3D replaces repetitive 3D modeling with a private parametric engine that generates every SKU on demand.
High-variation catalogs create a predictable problem:
Hiring adds linear capacity. Automation compounds it.
Outlier3D is built for teams who want to grow their catalog without growing headcount.
You send sample CAD files under NDA.
We analyze your geometry and extract the logic behind your line: profiles, proportions, tolerances, component relationships, size behavior, and SKU variation rules.
Your production knowledge becomes a deterministic, reusable system.
We encode those rules into a single parametric definition that can generate your entire product family from simple inputs like size, dimensions, components, and SKU data.
One engine. All variations. Zero manual modeling.
Your engine runs inside Outlier3D through a user interface and API.
Your team inputs SKU data and parameters.
Outlier3D generates manufacturing-ready geometry in seconds.
Models are always consistent, accurate, and aligned with your standards.
You control the inputs. Outlier3D handles the computation. Your pipeline becomes instant.
See Quick Demo →The engine handles repetition.
Your team focuses on exceptions and new designs.
Outlier3D becomes the backbone of your 3D workflow, linking product rules, CAD geometry, SKU data, and manufacturing outputs into one unified system.
What We Build for You
Outlier3D transforms SKU creation from a manual bottleneck into a scalable, on-demand digital workflow.
See Quick Demo →Outlier3D is built for teams who:
Outlier3D is most effective when products share underlying rules across variants. Fully bespoke, one-off geometry is not a good fit.
We partner with category leaders to streamline their 3D and media workflows—from product design to visual delivery—at scale and without compromise.
