Case Studies

Real bugs. Real fixes. Real teams.

How engineering and security teams use PandaONE to find what attackers would find — and ship the fix before they get there.

API SecuritySaaSAuto-fix PR

Critical billing leak caught before customers noticed

Northwind · Daniel Park, Head of Engineering

Northwind's team shipped a billing API refactor using Cursor. PandaONE's swarm caught a broken access control on the billing endpoint — a flaw that would have let any authenticated user query any other customer's invoices.

0 customer impact · Fixed in 4 hours

Full story coming soon

Vulnerability ValidationAppSecNo false positives

Zero false positives, same-day fixes

Lumen Labs · Priya Nair, Application Security Lead

Lumen Labs' security team was drowning in scanner noise. Every report required manual triage. After switching to PandaONE, every alert came with a working proof-of-concept — and a ready-to-merge patch.

From weeks of triage to same-day fixes

Full story coming soon

IDORSQLiCost Reduction

Two criticals found in the first week — before the annual pentest even started

Stackshift · James Okafor, CTO

Stackshift had a pentest scheduled for Q3. PandaONE found an IDOR vulnerability and a SQL injection in the first 72 hours — both in routes the pentest scope had never covered. The CTO cancelled the pentest contract.

2 criticals found · Annual pentest cost cut 60%

Full story coming soon

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