Case studies / CS-01

One source of truth for a $5B revenue engine.

+20%Forecast accuracy
$5B+Pipeline & revenue in scope
1Source of truth, down from many

Every team had revenue numbers. No two teams had the same ones. I led the build of a governed revenue lakehouse that became the single source every report has to come from: forecast accuracy up roughly 20%, and forecast meetings stopped being arguments about whose number was right.

Want the full story?

Full case studies include the approach, the stack and the uncomfortable parts. I share them directly so I know who is reading them.

Request the full case study ↗

Next

The largest single cost-cutting measure

Five ERPs, one financial picture, and roughly $40M in avoided interest.

CS-02

Want your forecast to hold up?

© 2026 Sukhmani Bains ยท Sarasota FL LinkedIn ↗