Competitive insight on AI-era application security AppSec, ASPM, CNAPP, and software supply chain vendors are investing to move from findings to fixes with AI. Master's Degree in in Marketing, Computer Science, Business or related field AND 3+ years experience in business OR Bachelor's Degree in Marketing, Computer Science, Business or related field AND 5+ years experience in business OR equivalent experience. Master's Degree in Marketing, Computer Science, Business or related field AND 6+ years experience in business OR Bachelor's Degree in Marketing, Computer Science, Business or related field AND 8+ years experience in business OR equivalent experience. Technical depth in code and application security, such as secure development, static and dynamic analysis, vulnerability triage and prioritization, threat modeling, and developer remediation workflows. Experience with CNAPP or exposure management, especially where AppSec findings connect to runtime reachability, exploitability, and attack paths, is a plus. Familiarity with AI-assisted development and security, including AI coding assistants, AI code review, autofix, AI-assisted application security, and MCP or agent tooling. Experience with modern delivery pipelines and software supply chain security, including CI/CD platforms, SBOM, provenance, signing, package ecosystem security, or related practices. Strong competitive intelligence, product marketing, analytical writing, and storytelling skills, with the ability to combine AI-assisted synthesis, public evidence, customer-facing materials, and technical analysis to assess vendor claims. Public work such as research, CVEs, conference talks, open-source contributions, or technical writing is a plus, as are certifications such as OSCP, OSWE, CSSLP, or cloud security certifications.