3D Geometry Conversion Specialist
About Formify's Vision-AI Project:
We are building the future of digital manufacturing for interior spaces. Our goal is to accelerate design, quoting, and production workflows using AI tools that convert floorplans into 3D layouts.
Your Role:
You will lead the development of a system that analyzes floorplan images (PDFs, DWGs, etc.) and converts them into 3D geometry – walls, doors, windows, and more. This will be used by our CPQ engine.
Key Responsibilities:
* Design and train deep learning models to extract spatial and semantic information from 2D floorplans.
* Develop pipelines to convert detected geometry into structured 3D models.
* Work with vector data (DXF/DWG), PDFs, or raster images to detect key architectural features.
* Collaborate with CAD and backend engineers to translate AI output into parametric geometry.
* Optimize models for speed, accuracy, and usability in real-world production environments.
Experience Levels:
We are looking for mid-level and senior candidates with strong experience in deep learning frameworks (PyTorch, TensorFlow) and vision models (YOLO, UNet, Detectron, etc.).
* Mid-Level (3-6 years experience): Strong experience with deep learning frameworks and vision models.
* Senior Level (6+ years experience): Advanced expertise in geometry-based learning, OCR with spatial context, and complex vision systems.
Bonus Experience:
* Experience with CAD/BIM environments, Rhino/Grasshopper, or geometry processing libraries.
* Knowledge of architectural drawing standards and conventions.
* Experience in manufacturing or design automation industries.
Why You'll Love This:
* You'll work at the bleeding edge of vision + design automation.
* Your work will drastically reduce the time from inspiration to production in the interiors industry.
* You'll join a cross-functional team where AI connects directly to real-world manufacturing.