Cut through the AI-adoption noise with research, not hype.

I help industrial and systems engineering professionals and manufacturers figure out what AI is actually worth implementing, using peer-reviewed research instead of vendor marketing.

Mission

"I help industrial and systems engineering professionals and manufacturers cut through the noise on AI adoption, using peer-reviewed research instead of hype to figure out what's actually worth implementing."

Every recommendation on this site traces back to published research, not marketing copy: a 655-company worldwide study on AI adoption prerequisites, comparisons across the field's leading professional organizations, and directly cited industry data on where AI is already paying off in manufacturing.

The result is a practical, five-step roadmap for evaluating AI adoption the way you'd evaluate any other process improvement project.

Explore the site

Everything here is built from the Assignment #4 analytical report and the Assignment #3 infographic on AI adoption in manufacturing.

By the numbers

What's already changing in manufacturing

0% Companies using AI for transformation
0M hrs Work hours saved by IBM automation
0 pts Productivity growth in top AI sectors
0M Full-time jobs' worth of tasks exposed to generative AI worldwide