2 Key Points For Digitalizations

This diagram illustrates two essential elements for successful digital transformation.

1️⃣ Data Quality

“High Precision & High Resolution”

The left section shows the data collection and quality management phase:

• Facility/Device: Physical infrastructure including servers, networks, power systems, and cooling equipment
• Data Generator: Generates data from various sources
• 3T Process:
  • Performance: Data collection and measurement
  • Transform: Data processing and standardization
  • Transfer: Data movement and delivery

The key is to secure high-quality data with high precision and resolution.

2️⃣ Fast & Accurate Data Correlation

“Rapid Data Correlation Analysis with AI”

The right section represents the data utilization phase:

• Data Storing: Systematic storage in various types of databases
• Monitoring: Real-time system surveillance and alerts
• Analysis: In-depth data analysis and insight extraction

The ultimate goal is to quickly and accurately identify correlations between data using AI.

Core Message

The keys to successful digitalization are:

1. Input Stage: Accurate and detailed data collection
2. Output Stage: Fast and precise AI-based analysis

True digital transformation becomes possible when these two elements work in harmony.

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Summary

✅ Successful digitalization requires two pillars: high-quality data input (high precision & resolution) and intelligent output (AI-driven analysis).

✅ The process flows from facility infrastructure through data generation, the 3T transformation (Performance-Transform-Transfer), to storage, monitoring, and analysis.

✅ When quality data collection meets fast AI correlation analysis, organizations achieve meaningful digital transformation and actionable insights.

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With Claude