Insights
Deep thinking on MRO data governance, engineering excellence, and digital transformation for asset-intensive industries.
Featured
The AI-Ready Data Challenge
By Raghu Vishwanath, Managing Partner | November 2025 | 12 min read
Every manufacturing executive I talk to has the same question: “When should we start implementing AI in our operations?”
My answer surprises them: “You’re not ready yet.”
More Insights
By Raghu Vishwanath | August 2025 | 8 min read
Is your EAM system delivering value or just creating expensive chaos? Here are the warning signs that your data quality issues are costing millions.
By Raghu Vishwanath | September 2025 | 10 min read
A major manufacturer discovered they had 50,000+ duplicate parts. Here’s what it was costing them – and how they eliminated the problem in 60 days.
By Raghu Vishwanath | March 2025 | 12 min read
After two decades watching Fortune 500 companies waste millions trying to govern dirty data, we built something fundamentally different. This is the story of why Ark exists—and why prevention beats remediation.
More Insights Coming Soon
We’re working on new insights covering:
Why Data Cleansing Must Happen Before Governance
Implementing governance on dirty data is like building security walls around a contaminated foundation
Preparing for EAM Migration
Why your data foundation determines success or failure
The AI-Ready Data Challenge
How to prepare MRO data for predictive maintenance
ROI of Data Governance
Quantifying the business case for clean data