Why generic AI tools fall short.
The manufacturers winning right now are the ones turning quotes around in hours instead of weeks and catching defects before they ship. We build AI infrastructure that makes those advantages systematic — not dependent on one tribal-knowledge engineer.
Start with a free process auditWhere manufacturing operations leak value
- 01RFQs sitting in engineering for 5–10 days while orders go to faster competitors
- 02Quality inspection bottlenecks at the end of the line
- 03Unplanned downtime that destroys monthly OEE
- 04Tribal knowledge walking out the door with retiring engineers
quote turnaround time
defect detection rates with vision inspection
reduction in unplanned downtime
Use Cases
Where we build value for manufacturing.
Instant Quote Generation
AI that reads STEP files and drawings, applies your costing logic, and produces RFQ responses in minutes — not days.
Vision-Based Quality Inspection
Edge-deployed vision models that flag defects in real time at the line — surface, dimensional, assembly, and labeling defects.
Predictive Maintenance
Anomaly detection on vibration, current draw, and cycle-time signals that flags equipment degradation weeks before failure.
BOM Intelligence
AI that surfaces cost variance, sourcing risk, and substitution opportunities across your bill of materials.
Shop-Floor Copilots
Voice-driven assistants that capture tribal knowledge from senior operators and serve it back to new operators in real time.
Compliance Documentation
AI-generated PPAP, FAI, and certificate-of-conformance packets assembled automatically from inspection data.
What this looks like in practice
"A 90-employee precision machining shop cut quote turnaround from 7 days to 4 hours and lifted quote-to-win rate by 40% in one year."
Frequently Asked
Questions manufacturing leaders ask us.
Do we need to be on a modern ERP?
No. We integrate with modern systems (Epicor, NetSuite, SAP Business One, Plex) and with legacy systems via database, file-watcher, or RPA where APIs don't exist.
Can vision inspection run without internet?
Yes. Vision models run on edge devices (industrial PC or NVIDIA Jetson) at the line — no cloud dependency for real-time detection.
How does this handle our specific product mix?
Every deployment is trained on your products, your defects, your costing logic. We don't sell shrink-wrapped models — the value is in the customization.
Want to see what AI could do in your manufacturing business?
A free process audit maps where AI will move the needle for your specific operation.