Where Vlnry fits in your testing program
Vlnry combines source-aware analysis with authorized live exploitation and reports only validated findings. It can complement manual pentests, SAST, DAST, scanners, AI review, and bug-bounty programs rather than pretending they are interchangeable.
Compare Vlnry with other approaches
Traditional manual pentest
Expert-led, scoped testing with deep human judgment, usually delivered at a point in time.
Static application security testing
Fast source or bytecode analysis that finds risky patterns without exercising a live target.
Dynamic application security testing
Black-box HTTP testing that observes a running application without full source context.
Vulnerability scanner
Signature and configuration checks that cover many assets quickly but often require manual triage.
General AI code review
Model-generated code suggestions that can flag risk but normally do not prove exploitation on a target.
Bug-bounty program
Independent researchers test an allowed scope continuously in exchange for rewards.
Autonomous versus traditional pentesting
Compare repeatable autonomous runs with expert-led point-in-time assessments.