About AI/ML Engineering at Formify
We're seeking an AI/ML Engineer to lead the development of a system that can analyze floorplan images (PDFs, DWGs, etc.) and convert them into 3D geometry --- walls, doors, windows, and more --- ready for our CPQ engine. You'll develop core AI capabilities and work closely with our design automation and backend teams to bring intelligent layout recognition to life.
Your Role:
* Design and train deep learning models to extract spatial and semantic information from 2D floorplans (images or vector files).
* Develop pipelines to convert detected geometry into structured 3D models (e.g., wall objects, door/window placement).
* 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.
* Create optimal cabinetry layouts and suggestions from data provided from designers.
Required Skills and Qualifications:
Mid-Level (3-6 years experience)
* Strong experience with deep learning frameworks (PyTorch, TensorFlow) and vision models (YOLO, UNet, Detectron, etc.).
* Experience in computer vision or document/image parsing.
* Understanding of geometry-based learning and spatial context.
* Ability to translate model output into geometric representations.
Senior Level (6+ years experience)
* Advanced expertise in geometry-based learning, OCR with spatial context, and complex vision systems.
* Proven ability to lead ML projects from conception to production.
* Experience with CAD/BIM environments, Rhino/Grasshopper, or geometry processing libraries (e.g., trimesh, Open3D).
* Track record of deploying ML models in real-world manufacturing or design environments.
* Project leadership and team mentoring experience.
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 This Role is a Great Fit:
* 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.
* This role offers competitive compensation with opportunity to pioneer AI applications in manufacturing.