08 / Manufacturing
On-Premise Data Intelligence Platform for Manufacturers
We stitched a factory's scattered spreadsheets into one brain that runs entirely on a Mac Mini on-site, and it surfaces the surprising connections people would never spot by eye.
- Client
- Undisclosed (Under NDA)
- Stack & approach
- ManufacturingKnowledge GraphOn-Prem7-Layer PipelinePrivate AI
The problem
Manufacturing teams run on a sprawl of spreadsheets: production logs, supplier records, quality reports, downtime, each in its own format. The real signal lives in multi-hop relationships across these silos, which generic BI tools either drown in trivia or miss entirely.
Solution & architecture
An on-premise platform that stitches every spreadsheet into one knowledge graph and surfaces only insights that matter. Column fingerprinting auto-classifies every column; a 7-layer pipeline enumerates thousands of candidate analyses and filters to ~18 high-quality findings scored on surprise, magnitude and variance. The whole stack runs on a Mac Mini on-site.
Why it is built this way
Runs on a Mac Mini
A full intelligence stack entirely on-site
No spreadsheets leave
Proprietary operational data stays in the plant
Finds hidden signal
Multi-hop correlations across silos
