Reviews with the edges left in.

We ask alumni to mention a specific module and to note what still felt hard. That is more useful than a wall of applause.

★★★★☆
“Module 3 on supplier concentration finally gave our steering pack a chart finance would not rewrite. I wanted more time on currency conversion edge cases.”

Mei Ling Tan · Procurement analytics, electronics manufacturing

Farid, Johor Bahru — “The Category Storyboarding Lab was short, which I liked. Our one-pager now opens with a variance callout instead of a logo slide.”

Referenced program: Category Storyboarding Lab

★★★★★
Platform note: “Clear facilitation. The spend cube rebuild exercise matched how our ERP actually exports.”

Verified cohort survey · Atlas Cohort, 2025

“Anonymous client in food distribution: the Dashboard Critique Circles were blunt in a helpful way. Still struggling to get IT to schedule the weekly extract, so visibility gains plateaued after class.”

Industry attribution only, by request

Case notes

Two longer stories from teams who stayed in touch after the cohort closed.

Penang components buyer

After Procurement Spend Analytics Studio, the team replaced a 40-tab workbook with three governed views: maverick spend, contract leakage, and top-25 suppliers. Cycle time for the monthly pack dropped from nine days to four. They still manually reconcile freight because carrier data sits outside the ERP—something the instructor flagged as out of scope for the course visuals.

Klang Valley facilities group

Observatory coaching helped six category owners agree on a shared color language for risk. The surprising win was not the charts—it was a shared definition of “addressable spend” written during week two. Leadership adopted that definition before approving any new dashboard widgets.