Autonomous versus traditional pentesting
Vlnry provides repeatable source-aware exploitation with reproducible evidence. Traditional pentesters contribute human creativity, business context, and formal assurance. Mature programs can use both.
What each approach contributes
Vlnry
Reports only findings reproduced during the run.
Traditional pentest
Evidence depth depends on scope, methodology, and the assessor.
Vlnry
Combines repository context with an authorized live target.
Traditional pentest
Can explore business logic, people, and context outside an automated workflow.
Vlnry
Profiles and run inputs are snapshotted for consistent reruns.
Traditional pentest
Usually scheduled at milestones and shaped by the assigned team.
Vlnry
Uses bounded automation and evidence gates.
Traditional pentest
Adds interviews, threat-model judgment, and novel attack reasoning.