StatisticPublic Ready
754,507
Job descriptions analyzed
Job Descriptions Analyzed
Canonical State 2026 hiring corpus.
July 20, 2026Open
Start with the pressure: sales, launch, abuse, agents, data, or guardrails
Finding
The market asks for AI security engineering skills before it has standardized, practical evaluation pathways to validate them.
Finding
The market wants proof of AI security skill before it has agreed on how proof is measured.
Connected intelligence
754,507
Job descriptions analyzed
Canonical State 2026 hiring corpus.
AI security roles should be derived from system exposure, required functions, ownership, team structure, tooling, and evidence obligations.
What companies really mean by AI Security Engineer and why the operating model is lagging the technology.