Sheet W-03 · Document and drawing intelligence · Manufacturing and fit-out
Proof of conceptDrawing sets become priced bills of quantities, recurring fixtures are redrawn to a new site’s dimensions, and finish checks run from a phone, with anything uncertain flagged rather than guessed.






Demo data. Every name and number is invented.
- Goes in
- A multi-sheet drawing set or a fixture to adapt, exactly as the client sent it
- What we built
- Layout-aware extraction and vision for reading, rule-checked parametric redesign for drawing
- Comes out
- A bill of quantities in the manufacturer’s own tender spreadsheet, or a fabrication-ready drawing set
- The line it does not cross
- A line it cannot read is left blank, and a design that breaks a structural rule is blocked rather than drawn
Note 1 · The constraint
A luxury interior fit-out manufacturer working across two hubs spends days reading client drawings before pricing can begin, redraws the same fixtures by hand for every new store, and checks finishes by eye on the factory floor. Rushed bids lose margin. Slow bids lose the job. The company cannot install new hardware in the factory and cannot expose its ERP, so anything we build has to work from the files and the phones already there.
Note 2 · What transfers
Any business that quotes from documents it did not author has this problem — tenders, specifications, schedules of work, supplier price lists. The reading is the bottleneck, not the arithmetic, and the same design carries to any repeat engineering work that is redrawn by hand.
- Stage
- Proof of concept, next steps in progress
- Client
- Anonymised
- Modules
- Estimating, CAD redesign, finish QC, field
- Validated against
- Six real past projects
- Automated tests
- 981 backend, 34 accuracy harness
- Inputs
- PDF, DWG, DXF, XLSX, phone camera
- Integration
- File in, file out. No ERP coupling.