GWC Data.Ai

End-to-End Digitalization of Manufacturing Reports

Client Context

A leader in manufacturing and electronics, manages highly complex production processes where defect tracking, yield monitoring, and machine performance analysis play a critical role in operational efficiency.

For years, production teams relied on manual reporting methods for defect classification, assembly yield tracking, and machine parameter analysis. This limited leadership's ability to gain real-time visibility into performance and slowed down corrective actions.

The Challenge

1

Reports for defects, cosmetic yield, and machine parameters were manually prepared

2

Assembly and band yield analysis lacked a centralized, automated reporting framework

3

Delay in identifying defect root causes and yield losses

4

Leadership had limited visibility into factory-wide performance

5

Manual consolidation of reports consumed significant time and effort

Current State (Before Solution)

Key metrics highlighting the operational challenges

Report Generation Time

Several Days

Weekly

Instead of real-time

Analysis Delays

Delayed Insights

Affecting decision-making

Integration

No Integration

Between tracking systems

Manual Work

Over-reliance

On manual intervention

Business Objectives

Digitalize factory reporting processes (NM104/NM106)

Provide real-time insights into yield, defects, and machine performance

Enable drill-down into assembly and band analysis

Reduce manual workload by automating reporting

Improve overall manufacturing efficiency and quality outcomes

Chip Graphic

GWC's Solution

GWC delivered an end-to-end digitalization framework for reporting processes:

Defect & Yield Analysis

Automated NM104/NM106 reports for defect categorization and cosmetic yield.

Factory Yield Dashboards

Provided real-time monitoring of factory-level yield and loss drivers.

Machine Parameter Monitoring

Integrated machine data for performance and root cause insights.

Assembly & Band Reporting

Digitalized assembly and band yield tracking for process optimization.

Centralized Access

Leadership dashboards consolidated data across production units.

Solution Highlights

Automated Defect Tracking – Reduced manual effort, improved accuracy

Real-Time Factory Yield Monitoring – Enabled proactive interventions

Machine Performance Insights – Parameter analysis to identify efficiency bottlenecks

Assembly & Band Yield Optimization – Clear visibility into production efficiency

Leadership Dashboards – High-level summaries with drill-down to process-level details

Technology Stack

Powering the digital transformation

Visualization

Power BITableau

Data Integration

SQLManufacturing Databases

Automation

ETL PipelinesPower QueryCustom Scripts

Business Impact

Measurable outcomes across all dimensions

Reporting Speed

Days → Real-time

Instant access to critical data

Visibility

100% Improved

Into defects, yields, and performance

Root Cause Analysis

Faster Actions

Proactive corrective measures

Operational Impact

Reporting cycle reduced from days → real-time

Improved visibility into defects, yields, and machine performance

Faster root cause analysis and corrective actions

Financial Impact

Reduced costs associated with defect rework and inefficiencies

Improved factory throughput and yield optimization

Strategic Impact

Established a data-driven digital factory model

Positioned as a leader in manufacturing digitalization

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GWC DATA.Ai