Use cases
Work order cost tracking
Compare estimated versus actual costs on production orders and catch overruns before they compound across the shop floor.
Shift performance reporting
Automatically generate OEE summaries at the end of each shift with downtime breakdowns and line-by-line comparisons.
Quality defect analysis
Identify defect patterns across production lines, shifts, and operators to reduce scrap rates and drive corrective actions.
Maintenance scheduling
Monitor equipment service dates, flag overdue maintenance by criticality, and alert the right teams before failures occur.
Material usage variance
Track actual material consumption against bills of materials to catch waste, substitution errors, and pricing discrepancies.
Platform capabilities used
| Capability | How it’s used |
|---|---|
| Data sources | ERP system (work orders, BOMs, cost postings), production database (output logs, downtime events), CMMS (maintenance schedules, equipment records), quality management system (defect logs, inspection results) |
| Knowledge spaces | Standard operating procedures (SOPs), quality manuals, equipment maintenance guides, safety checklists |
| Semantic layer | Objects for work orders, production lines, equipment, and materials. Metrics for OEE, cost variance, defect rate, and MTBF. Dimensions for shift, line, operator, and defect category |
| Agents | Production Cost Monitor for cost variance analysis. Quality Assurance Analyst for defect pattern identification |
| Playbooks | Scheduled daily cost variance alerts, end-of-shift OEE reports, daily maintenance scans, weekly material usage summaries |