Finance Case Study
Larkstone Group
A financial reporting rebuild that cut month-end close time significantly.
-39%False Positives
The Challenge
Where things stood before
Before working with us, Larkstone Group was dealing with manual review processes that were both slow and inconsistent, and it was starting to cost them real business.
The problem was quietly getting more expensive to ignore every month it went unaddressed.
The Solution
What we built
Our approach focused on the root cause rather than the most visible symptom.
What we ultimately delivered was a financial reporting rebuild that cut month-end close time significantly, built specifically around what Larkstone Group needed.
- Designed around Larkstone Group's actual workflow, not a generic template
- Delivered within a 4-week timeline without cutting scope
- Built using Python and Node.js for a stable, maintainable foundation
- Structured so Larkstone Group's own team could maintain it going forward
Results
The impact, by the numbers
-39%
False Positives
-35%
Review Time
+51%
Reporting Accuracy
-29%
Close Time Saved
Tech Stack
Built with
PythonNode.jsSQLscikit-learn
Millward Group
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