Skip to content
3D.MBA

Platform module

AI Studio

Generative materials, automatic retopology and 3D semantic search.

Vision transformersNeural decimationVector searchDiffusion material models

The tedious parts of a 3D pipeline, automated: PBR material synthesis from a photograph, mesh decimation that preserves silhouettes, UV unwrapping, and natural-language search across a model library.

AI in a 3D pipeline is not a chat box bolted to a viewer. It is the thing that turns a 400 MB CAD assembly into a 6 MB web asset without a modeller spending three days on it. AI Studio does material capture from a single photo, silhouette-aware decimation, automatic UV atlasing, part naming from geometry, and semantic search — 'the bracket with four M6 holes' returns the bracket. Every automated step emits a diff a human can reject.

What it does

  • PBR material synthesis from one photograph — albedo, roughness, normal, AO
  • Silhouette-preserving decimation with per-part triangle budgets
  • Automatic UV unwrap and texture atlasing across an assembly
  • Geometry-derived part naming and classification for unnamed CAD trees
  • Natural-language and shape-similarity search over a model library
  • Text-to-variant: describe a colourway, get a validated material set

What changes for you

  • A CAD release becomes a web asset the same day, not the same quarter
  • Modellers stop unwrapping UVs and start art-directing
  • Engineers find the existing part instead of drawing a fourth one

In the field

Where this module did the work

Automotive & mobility

Dealers stopped ordering parts that do not fit

A 240-part accessory range across nine motorcycle models, sold from a printed catalogue with fitment tables. Dealers routinely ordered parts that did not fit the variant in their showroom, and returns ran at 18%.

18% → 3%
Accessory return rate
2.8×
Attach rate in configured journeys
3 weeks
240-part asset pipeline, was 3 months

Bring us the product you were told could not be configured.

Tell us the option count, the CAD you already have and the frame budget you need to hit. An engineer reads it and replies with a straight answer — including when the answer is that good photography would serve you better.

Book a demoTry the configurator

We reply to every enquiry within one business day, in your timezone — with a frame budget, not a brochure.