AI that understands engineering drawings.
Advancing multimodal AI that can reason over spatial engineering documents and return drawing QA as clear revision clouds.
Drawing QA loop
Input
DWG/DXF + CTB/STB
Method
Spatial reasoning
Output
Revision layer
Engineering documentation, understood.
Upload a DWG or DXF drawing, with optional CTB/STB plot style tables. Our AI analyzes geometry, annotations, symbols, and document structure to identify quality issues, explain findings, and answer documentation questions.
Verify the signals that are easy to miss.
The platform helps engineering teams catch the document-level quality issues that are hard to find manually and easy to lose in generic AI workflows.
01
Drawing completeness
02
Missing annotations
03
Documentation consistency
04
Metadata quality
05
Cross-reference integrity
06
Standards compliance
Not architectural design review
Not structural analysis
Not professional consulting
Just documentation QA — done properly.
Grounded engineering intelligence.
Every recommendation is grounded in retrieved engineering knowledge, not generated from model memory alone.
01
Spatial reasoning over CAD geometry
02
Fine-tuned engineering language models
03
Knowledge retrieval from standards and project documentation
04
AI agents capable of explaining every finding
Technical drawing comprehension is still early.
Comprehending symbolic spatial documents remains one of the least developed capabilities of modern AI. Drawing QA is our first production application — the long-term objective is foundation models for symbolic engineering documents. Progress depends on real engineering drawings and expert judgement, which is why we are opening this work to partners.
01
Reduce human QA effort and time
02
Accelerate cross-functional coordination
03
Catch expensive issues before construction
04
Systemize engineering review workflows
Build the model with us.
We are inviting a small group of engineering teams to partner on the research directly. The systems that understand engineering drawings will be built on custom documents, your standards, and premium review process.
01
Contribute representative DWG / DXF drawing sets under NDA
02
Help define what "correct" means against your own standards
03
Review and validate model findings on your real documents
04
Shape the roadmap and get early access as capabilities ship
Partnerships start with a private drawing test, then a conversation about contributing data and co-evaluation.
Apply as a research partnerTest it first, then retrain and deploy it for your own standards.
We work with engineering organizations to evaluate private drawing sets, build custom reasoning workflows, and deploy fine-tuned mid-sized models on own infrastructure.
Start with a drawing testCreate an account and chat.
The drawing assistant lives in a private chat workspace. Create your account, open a conversation, and ask about geometry, annotations, symbols, and document structure — attach drawings right in the chat.
Open the chat workspace
Open WebUI · private workspace · served on port 4305
Create your account and start chatting
Sign up inside the workspace · no upload form, no waiting
Register with your email inside the workspace, then start a conversation with the drawing assistant. Attach DWG/DXF files and optional CTB/STB plot styles directly in the chat when a review needs them.
The chat workspace is private: accounts are created directly in the workspace, and drawings shared in chat are used only for the evaluation conversation. Production retention rules are finalized before any customer-controlled deployment.