Case studies.

What the problem was, what we built, and what changed. Numbers where we have them, and the parts that did not work where we do not.

All Case Studies

02

Insurance

Built a Teams Bot for Accurate Sales Quoting

An insurance brokerage relied on a PDF library, OneNote files, and unwritten rules to quote new business. We built a Teams bot that answers team member questions accurately, while citing its sources. The brokerage owns the system and its rule base, with no lock-in to us.

7,000+ rules Extracted from the document library

03

Portfolio company

Cut a Cost-Spike Investigation From Hours to Minutes

A hung process quietly racked up thousands of dollars in AI API charges overnight before anyone noticed. With 18 AI services sharing a handful of API keys, finding the culprit meant hours of log spelunking.

2 hours to 2 minutes Time to find a cost spike

04

Portfolio company

Built 14 Watchdogs So Problems Get Caught Before Customers Do

A small team running a legacy platform was purely reactive: problems surfaced only when a customer emailed angry. Underpayments and stuck jobs went unnoticed for days.

14 checks Running continuously

05

Portfolio company

Replaced a 20-Year Legacy Platform Without Losing a Customer

A 15-year-old platform run by one irreplaceable engineer was shrinking as customers left for competitors. Outside estimates put a rebuild at $250,000 and 2 to 3 years.

-15% to +50% Change in yearly growth

06

Portfolio company

Turned Bug Reports Into Reviewable Fixes While the Team Slept

A four-person team was stuck waiting on itself: a customer bug meant a support agent filed a ticket, then an engineer had to drop everything to reproduce, diagnose, and fix it, often over days.

Days to 15 minutes Ticket to reviewable fix

07

Portfolio company

Cut a Weekly Sourcing Grind From 10 Hours to 10 Minutes

One person was manually scanning six platforms for opportunities, vetting each one, and getting it in front of the right audience.

10 hrs to 10 min Weekly review time

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