Operational plumbing in action
Three case studies documenting real labor-hour recovery, legacy ERP integrations, and deterministic error reduction across North American logistics and manufacturing operations.


AS400 legacy integration
A major midwest distributor was losing eighty hours per week to manual invoice matching. We built a deterministic AI pipeline connecting their legacy AS400 ERP with incoming vendor manifests.
The integration recovered 320 labor-hours weekly and reduced data entry errors to absolute zero, requiring zero changes to their existing database infrastructure.
Three industrial deployments
Pragmatic automation systems built for mid-market operations. We focus exclusively on back-office plumbing to deliver immediate and measurable labor-hour savings.
Automated dispatch routing
Inventory manifest parsing
A regional flatbed carrier automated their scheduling workflows. Our middleware processes freight emails, extracts dimensional constraints, and schedules trucks directly inside their legacy platform.
A light manufacturing facility faced severe bottlenecks matching bill-of-lading documents. We deployed a localized parser that reads printed manifests with absolute precision.
Results: 140 hours recovered monthly, manifest errors eliminated, and dispatchers transitioned from data entry to active fleet coordination.
Results: Processing time fell from twenty minutes to four seconds per document, completely eliminating overnight backlog spikes.
Schedule an assessment
We start with your messiest spreadsheet or legacy integration bottleneck. Get a clear, fixed-scope operational blueprint showing exactly how many labor-hours we can recover.


