Case Study: Root Cause Analysis Using Air Quality Data for a Leading FMCG Company

Industry: Consumer Goods / FMCG

Engagement Type: Targeted Air Quality Monitoring for Process Diagnostics

🧩 Challenge

A leading consumer goods manufacturer faced recurring failures in a critical engineering process within its production line. Traditional diagnostic methods could not identify the root cause, prompting the need for a data-driven investigation into possible environmental factors.

💡 Ai-DEA Labs’ Solution

Ai-DEA Labs deployed a targeted Indoor Air Quality (IAQ) monitoring solution featuring high-resolution CO₂ sensors to continuously track carbon dioxide concentration within the process area and industrial incubators.

The objective was to correlate CO₂ fluctuations with process deviations and identify whether air composition was affecting product stability or performance.

Solution Highlights

• Precision CO₂ sensors with fine resolution for accurate analysis

• Continuous data logging and trend visualization

• Configurable alerts for CO₂ threshold exceedances

• Data analytics to correlate process failures with environmental variations

  
  

⚙️ Implementation

• 2 person-days of detailed system study

• Solution deployed within one month

• Data collected from industrial incubators and process zones

• Integration with Ai-DEA Labs’ EMS for real-time monitoring and historical trend reports

  
  

🚀 Results & Impact

• Identified CO₂ concentration as the key factor causing process instability

• Detailed analytical report provided clear correlation between elevated CO₂ levels and failure events

• Enabled precise corrective measures to maintain CO₂ within safe operational thresholds

• Resulted in improved process reliability and reduced wastage

📊 Key Takeaway

By applying advanced air quality analytics, Ai-DEA Labs helped the customer pinpoint the root cause of process failures, demonstrating how intelligent environmental monitoring can directly support quality assurance and operational efficiency in manufacturing.