MING Labs · GenAI Readiness

Where Does Your Organization Actually Stand?

6 questions. 2 minutes. An honest score with a personalized brief — not a feel-good exercise.

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01

How accessible is your data?

Manufacturing product data lags 15 years behind consumer-facing systems. This is the #1 barrier.
02

Who owns AI in your organization?

Two failure modes: the Knife Fight (everyone competes) or the Hot Potato (nobody wants blame).
03

What's your fastest path from idea to working prototype?

POCs that survive to production all showed results within 6 weeks. The rest were dead by month 4.
04

How does your org handle AI that's wrong 20% of the time?

The 70-80% accuracy trap: good enough to demo, not good enough to trust. Where most enterprise AI dies.
05

What's your AI governance approach?

"If you want to drain a lake, don't ask the frogs." — Governance functions block AI to protect their role.
06

How do you measure AI success?

"We deployed 12 use cases" is a vanity metric. Hours saved is value.
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Your Personalized Brief

Let's look at your specific situation.

30 minutes. I'll map these gaps to the right framework and tell you the first concrete move. Or: a half-day workshop with your team to score and rank your top use cases.

Let's Talk About Your Score →
MING Labs — Design and AI implementation since 2011. 50+ enterprise clients across pharma, chemicals, industrial tech, energy, and financial services.