Preparing for Scale or Sell With AI 

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Preparing for Scale or Sell With AI 

Jon Paul Watts New York, NY MBA, Yale Boston Consulting Group Booz&Co Deloitte Halite Group
Thought Leadership

Jon Watts explains how AI can help organize, remove duplicates, and standardize data in preparation for scale or sell. 

Fix Your Data Mess. Unlock Hidden Value. Protect Your Exit.

 Start Where You Are: Clean Up and Move Forward

Many mid-sized U.S. manufacturers want to modernize but remain bogged down by fragmented, unreliable data. Nearly half still use on-premise ERP systems, supported by spreadsheets, paper logs, and manual workarounds.

The good news? You don’t need a full system overhaul to start improving. AI can work with the mess you already have—organizing, deduplicating, and standardizing your data. That means better insights today, smoother upgrades tomorrow, and fewer headaches when it’s time to scale or sell.

If you’re planning a cloud ERP or preparing for ownership transition, AI-powered data cleanup is a smart, low-risk first step. Clean, structured data signals to buyers that your business is disciplined, scalable, and ready.

  1. What the Data Mess Looks Like

“If your floor runs on tribal knowledge, disconnected systems, and spreadsheets—you’re not alone.”

Improvisation over the years has left many manufacturers with chaotic data environments that cost an estimated $12.9 million annually in inefficiencies. Common culprits:

Duplicate parts clutter ERP systems.

Outdated BOMs derail production.

Siloed logs hide risk.

Tribal knowledge traps value.

People chase data, not results.

And when it’s time to sell, this chaos can slash valuations. Buyers expect visibility, consistency, and control—not a $15 million black hole.

 

Key points include:

  • Tools to plug into existing systems
  • What a high-impact, low-cost AI audit looks like
  • Building real value

 

Read the article, From Chaos to Clarity: How AI Helps Manufacturers Tame Their Data, on Newport.com