About Us
We are seeking a highly skilled 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.
This is an exciting opportunity to work at the bleeding edge of vision + design automation. Your work will drastically reduce the time from inspiration to production in the interiors industry.
The ideal candidate will have experience with deep learning frameworks (PyTorch, TensorFlow) and vision models (YOLO, UNet, Detectron, etc.). They should also have understanding of geometry-based learning and spatial context.
Key Responsibilities:
* 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.
Experience Levels:
Mid-Level (3-6 years experience)
* Strong experience with deep learning frameworks and vision models.
* 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.
* Track record of deploying ML models in real-world manufacturing or design environments.
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 Important:
* Your work will make a significant impact on the interiors industry by reducing the time from inspiration to production.
* You will be working at the bleeding edge of vision + design automation.
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