Sujata Karan
FIELD NOTES

Insights

Notes on AI value, measurement, analytics and the questions that appear when clean business metrics meet messy real-world causality.

AI VALUE & MEASUREMENT
01 · AUG 2026

AI Has an Attribution Problem. Marketing Has Seen This Movie Before.

What years of marketing measurement can teach us about AI ROI, causality and the difference between a result that happened after AI and one that happened because of it.

8 MIN READ →
02 · NEXT

When does productivity become financial value?

The next note will look at capacity created, capacity redeployed and the point at which an operational improvement becomes an economic return.