Finance Case Study
Overlook Group
A document processing system that automated manual loan application review.
-16%False Positives
The Challenge
Where things stood before
Before working with us, Overlook Group was dealing with manual review processes that were both slow and inconsistent, and it was starting to cost them real business.
It was the kind of issue that showed up in day-to-day frustration long before it showed up in a report.
The Solution
What we built
We started by getting a clear picture of exactly where things were breaking down before proposing anything.
What we ultimately delivered was a document processing system that automated manual loan application review, built specifically around what Overlook Group needed.
- Structured so Overlook Group's own team could maintain it going forward
- Built using Python and Node.js for a stable, maintainable foundation
- Tested thoroughly before launch to avoid post-launch surprises
- Delivered within a 4-week timeline without cutting scope
Results
The impact, by the numbers
-16%
False Positives
-35%
Review Time
+52%
Reporting Accuracy
-31%
Close Time Saved
Tech Stack
Built with
PythonNode.jsSQLscikit-learn
Larkstone Group
Want results like this for your business?
Let's talk about your project — no pressure, just a straightforward conversation about what you need.
Book an Appointment