Use Case 03 · Manufacturing

Quality Control & Defect Analysis

Quality engineers manually analyse defect data, write non-conformance reports, and compile Pareto analyses — a reactive, time-consuming process that delays root cause identification and corrective action initiation, allowing systemic defects to persist.

The Challenge

Why This Happens

Quality data is collected at multiple inspection points and stored across multiple systems without automated aggregation or trend analysis. NCR writing is entirely manual, leading to inconsistency, delays in CAPA initiation, and missed systemic patterns that only become visible when customer complaints arrive.

How Copilot & M365 Address This
  1. 1Identify statistical trends and Pareto patternsCopilot for Excel identifies statistical trends and Pareto patterns in quality data from consolidated inspection records, surfacing systemic issues that manual review misses.
  2. 2Draft NCR narratives from inspection dataCopilot drafts NCR narratives from inspection data inputs using QMS templates in SharePoint, reducing report time from hours to minutes while improving consistency.
  3. 3Manage CAPA workflow through Teams ApprovalsSharePoint CAPA tracker with Teams Approvals manages the corrective action workflow from initiation to closure, with automated escalation on overdue actions.
  4. 4Generate automated quality dashboardsPower BI Copilot generates automated quality dashboards with written commentary for management review — replacing hours of manual slide preparation.

Impact & Results

Impact Metrics
2.3d→4hNCR completion time
-42%Repeat defect rate
61%→89%CAPA closure rate within target
Measured via: QMS NCR timestamps, repeat defect rate from production inspection logs, customer complaint trend year-on-year.

Our top customer had put us on quality review. Copilot changed our speed of response completely — root causes in hours, not days. We moved off quality review in 90 days. That account is now our most stable.

JR
Jean-Pierre Renaud
Head of Quality Assurance, Automotive Manufacturer, Lyon

  Copilot 365 Tools

ROI Calculator (Free) Copilot Readiness Kit ($249) Copilot Safe Scan ($299/mo)

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