Insights
Practical notes on operational automation.
Decision-stage guidance for owners and operations leaders. No AI news, no hype.

How to identify the first workflow worth automating
Volume, rules, and pain matter more than novelty. A simple scoring method for picking a starting point.

How to calculate automation ROI without inventing savings
Baselines, not assumptions. What to measure before you build, and how to report results honestly.

What makes an AI workflow production-ready
A demo works once. A production workflow works on the bad days too.

Human-in-the-loop design: where approval still matters
Not every step needs a person. The ones that do should be easy to review.
