Insights
Deep thinking on platform engineering, MRO data governance, and building software that lasts.
By Raghu Vishwanath, Managing Partner | March 2026 | 8 min read
In the last article, we fed three MRO records into generic AI and watched it fail.
Same bearing. Same valve. Same gasket. Ninety-plus percent confidence on output that was fabricated, hallucinated, or inferred without disclosure.
Same records. Different result.
AI and MRO
What we learned building AI that understands MRO data
Why Generic AI Fails at MRO Data
Your AI vendor's demo was flawless. Then someone asked: "What happens when we feed it our actual data?" We fed...
The Layers — MRO
Lessons from living inside the MRO data problem
What “Good Enough” Data Actually Looks Like
"We tried the governance route. It didn't stick." I've heard this from more MRO leaders than I can count. They...
The Math That Maintenance Managers Don’t See
The builder who asks "why" isn't a new invention. Leonardo was one. The cathedral masters were. The architects of Uber's...
The Layers Don’t Lie
There's a moment in every long project when you realize you've stopped building what you set out to build. We...
Bluemind Thinking
Vision, philosophy, and the future of platform engineering
The Builder Who Asks Why
The builder who asks "why" isn't a new invention. Leonardo was one. The cathedral masters were. The architects of Uber's...
Where Judgment Lives in Code
Philosophy is cheap. Everyone claims to ask "why." Every pitch deck mentions vision. Every engineering team says they care about...
What the GP Sees That the Surgeon Misses
The patient arrives with a persistent rash. The dermatologist examines it carefully. Considers the pattern, the texture, the distribution. Autoimmune...
Why AI Makes a Perfect Cook (But Never a Chef)
A cook follows recipes. A chef creates them. This isn't a hierarchy of skill. It's a difference in kind. The...
The Platforms That Actually Work
Uber owns no cars. Airbnb owns no hotels. Alibaba owns no inventory. The most valuable platforms in the world own...
What Happens When Building Costs Nothing?
Five years ago, that feature would have taken a quarter. Your team would have scoped it, debated it, staffed it....
The Deal That’s Expiring
Depth was your moat. AI is draining it. Your grandfather could learn a trade at eighteen and retire with a...
What Did Leonardo Know That We Forgot?
Leonardo da Vinci designed war machines on Monday and painted the Mona Lisa on Tuesday. He studied anatomy to understand...
Why We Ask “Why”
Five years ago, we took on an engagement that most product shops would have passed on — building a Super...
Ark Series
Data governance, MRO operations, and building foundations that last
The ROI of Data Governance
"Show me the ROI." Here's how we built a $1.8M business case for comprehensive MRO data governance.
Preparing For EAM Migration
Most CIOs underestimate data's share of migration budget. At least 25% — here's why your foundation determines success.
Why Data Cleansing Must Happen Before Governance
You implemented MDG. Your data quality is still terrible. Here's why governance without cleansing fails.
The AI-Ready Data Challenge
Every manufacturing executive asks when to implement AI. My answer surprises them: you're not ready yet.
The Hidden Cost of MRO Duplicate Parts
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.
5 Signs Your EAM Data is Destroying Value
Is your EAM system delivering value or just creating expensive chaos? Here are the warning signs that your data quality issues are costing millions.
Why We Built Ark
After two decades watching Fortune 500 companies waste millions trying to govern dirty data, we built something fundamentally different.