Case studies
All cases retain internal file numbers; the desensitized version does not display the customer's full legal name and production line details when it is released to the public.
Manufacturing · 3D drawings, BOM and process disassembly
Challenge: Mixed native CAD and scans; 3D assemblies out of sync with 2D drawings; BOM repeatedly realigned between design and ERP; routing / work instructions re-keyed with slow change propagation.
Architecture: Drawing foundation model (3D/2D + BOM) → review workbench (BOM diff, routing draft) → MES / process-route APIs; model version, primitive and field lineage land in the audit store.
Timeline: 8-week pilot, 16-week line rollout (incl. data governance).
ROI: ~74% less process-prep labor; ~31% fewer monthly rework tickets (same-batch baseline).
Quote: "We can open any field back to the source graphic—far fewer arguments in meetings." — Process manager (ref. 2025-MFG-08)
Logistics industry · Freight forwarding mail and documents
Challenge: Night-shift staff re-handle the same emails; booking and customs data scattered across mailboxes.
Architecture: Multi-agent stack + freeze-to-send approval queue; project-scoped file vault.
Timeline: 6 weeks joint integration, 4 weeks pilot.
ROI: −2 clerical FTE (night shift); ~58% faster anomaly triage.
Quote: "The approval preview is exactly what goes out." — Head of operations (ref. 2025-LOG-03)
Electronics manufacturing · Visual re-inspection
Challenge: High SKU churn; rule-based vision is expensive to maintain.
Architecture: Edge inference + central training queue; defect taxonomies hot-updated.
ROI: Miss rate 1.2% → 0.35%; ~35 cold-start samples per new SKU.
Quote: "We cut over the same night as the line change." — Quality manager (ref. 2025-CV-11)