The Tool Incumbency Trap

Compliance automation incumbents appear in hiring language more visibly than AI-native security testing and evaluation tooling.

Finding

Legacy compliance tooling still outranks AI-native security tooling in what employers actually ask for.

Connected intelligence

Related research objects

What companies really mean by AI Security Engineer and why the operating model is lagging the technology.