Monthly reporting: 12 days down to 1.

A regional distributor with 45 employees, selling into industrial and commercial accounts across the US Midwest. The business had been operating for over 25 years under the same ownership, with a lean ops team that punched above its weight. Revenue was growing but the back office had not kept pace — and nowhere was that more visible than in monthly reporting.

The CFO spent two full weeks every month reconciling data across six disconnected systems — an ERP, a warehouse management tool, a freight platform, two supplier portals, and a legacy spreadsheet that had been running since 2009. By the time the board report was finished, some of the numbers were already two weeks old. Leadership was making strategic decisions on stale data, and the CFO had effectively become a full-time data consolidation function rather than a financial strategist. Every month followed the same pattern: pull, clean, reconcile, chase exceptions, format, present. The rules were consistent. The process was entirely human.

The audit took 45 minutes. We mapped the six data sources, documented the reconciliation logic the CFO had been applying manually, and identified the reporting cycle as the highest ROI target. Within a week we delivered a working proof of concept pulling live data from all six systems overnight and generating the board report automatically using the same business rules.

The production build automated the full pipeline — scheduled data pulls, exception flagging for anomalies that need human review, and formatted output delivered every morning before the leadership team starts their day. The CFO's existing Excel template still drives the format; the difference is that it populates itself.

Nothing about the underlying systems changed. No migrations, no new platforms, no retraining. The automation sits between the existing tools and the report.

Monthly reporting collapsed from twelve days of manual consolidation to a single day of exception review. The leadership team now has board-ready numbers every morning instead of on day twelve of the following month. The CFO recovered roughly two weeks per month — time that now goes toward financial modeling, covenant compliance, and strategic planning work that had been perpetually deferred. Data errors that previously surfaced mid-board-meeting disappeared entirely. Decisions that used to wait three weeks for numbers now happen in real time.

The CFO's reflection after three months: "I used to spend the first two weeks of every month just trying to get the numbers. Now I spend that time actually using them."