Illustrative scenario
How a SaaS team saved 18 engineer-hours a week with ARGUS
A 25-engineer B2B SaaS team with no dedicated security hire.
The problem
Security was a tax on the whole team
With no AppSec owner, triage fell on senior engineers between features. Findings sat open, context got lost, and nobody could say what was actually shipped.
With ARGUS
The agent does the triage and the fix
ARGUS auto-verifies findings, tracks each to closure, and opens the fix as a pull request a human reviews. The team stopped hand-triaging and started merging fixes.
A hardcoded key was caught, validated as live, and a fix PR rotating it to an env var was opened before standup.
Results
The numbers
-18h
engineer-hours on triage per week
68%
findings auto-verified by AI
-41%
new security hires needed
Illustrative scenario based on modeled outcomes for a representative team. Not a named customer; figures are expected ranges, not audited results.
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