Illustrative scenario
How a fintech team cut security review time by 62 percent with ARGUS
A 20-engineer fintech team shipping daily with Cursor and Claude Code.
The problem
Faster coding filled the review queue
AI let the team write features in minutes, but every pull request still needed a human to trace dependencies and judge risk. Reviews stretched to hours and stacked up faster than they cleared.
With ARGUS
ARGUS sits between every PR and main
ARGUS scans each change in full-repo context, ranks findings by reachability, and posts a merge gate the team enforces. Reviewers stop reading noise and only touch what actually matters.
On one billing refactor, ARGUS blocked a merge that would have opened a cross-tenant data path, invisible in the diff itself.
Results
The numbers
-62%
median PR security-review time
3.1x
AI-assisted PR volume handled
-41%
low-value review noise
Illustrative scenario based on modeled outcomes for a representative team. Not a named customer; figures are expected ranges, not audited results.