How a mid-market manufacturer got a complete cash answer in 10 seconds — with the GL never leaving its network

Live in 15 minutes. A complete answer in 10 seconds that used to take 2 hours. Every model and document stayed on private infrastructure.

Share
How a mid-market manufacturer got a complete cash answer in 10 seconds — with the GL never leaving its network
Photo by Alexander Grey / Unsplash

Situation

Hundreds of versions of the truth. Actuals pulled from the ERP, three regional spreadsheets reconciled by hand, CRM data on the side. A single department-cost question took hours of pulling and reconciling.

Problem

Disconnected finance, CRM, and people data. Sensitive actuals and supplier documents couldn't enter public AI tools. Forecast commentary had no source lineage to defend to the board.

Approach

Excel-native, so the team owns it. NetSuite first, then CRM and HR. Then a local model that queries live structured data — the general ledger never leaves the network.

Metrics

Live in 15 minutes. A complete answer in 10 seconds that used to take 2 hours. A 45-page quarterly deck that took over a week, now built in an afternoon. An attrition-risk score flagged 3 people who had already left.

Quote

"We were working within 15 minutes… it gave me more detail than anyone else could have given me, plus an executive summary." — Finance Director

Next step

Download the workflow · Run this on your stack.