The problem
You ship faster than your last security review.
Applications and pipelines change weekly; point-in-time reviews go stale in a sprint. Attackers target the seams automated tooling glosses over.
Auth flows, APIs, and business logic fail in ways scanners never flag.
CI/CD secrets and third-party dependencies open a path that no one app review sees.
Findings arrive as auditor language, so the team that ships cannot act the same day.
The path
- 01Public app
- 02Auth bypass
- 03Pipeline secret
- 04Production impact
The seams between the app, the API, and the pipeline are where reviews go stale.



