A DevSecOps platform that continuously finds, prioritizes, and automates remediation workflows for security vulnerabilities across code and infrastructure.
Added May 28, 2026
High opportunity (81%)
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Security teams are repeatedly asked to identify exploitable vulnerabilities, track recurring risks, and turn assessments into mitigation plans. The signals point to a workflow gap between scanning, prioritization, follow-up, and actual remediation, especially across codebases, infrastructure, and system lifecycles.
The product would combine AI-assisted vulnerability scanning, penetration-test findings intake, risk scoring, and remediation orchestration in one workflow. It would automatically log vulnerabilities, detect recurring patterns, generate mitigation plans, assign owners, and trigger scripted fixes or ticket-based follow-up where automation is unsafe.
Companies are explicitly hiring for AI-assisted vulnerability scanning, automated security monitoring, and continuous risk mitigation. Security teams want to find weaknesses before attackers do while reducing manual triage and remediation overhead.
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• Contribute to the team’s evolving approach to security as AI-assisted development scales internally, including how faster and higher-volume code production changes how we find, prioritize, and fix risks • Triage, track, and drive remediation of vulnerabilities with product engineering teams, and contribute to our penetration testing and bug bounty programs
a16z You deploy it against your systems. You find the new holes and systems. You find the new holes and systems. You find the new holes and ideally you've managed to automate this ideally you've managed to automate this ideally you've managed to automate this what we call defense factory. And that's what we call defense factory. And that's what we call defense factory. And that's what we're building internally. This end what we're building internally. This end what we're building internally. This end to end of both find vulnerability, to end of both find vulnerability, to end of both find vulnerability, triage it, triage it, triage it, >> remediate, deploy, validate, right?
Drive vulnerability management outcomes by triaging and tuning findings from scanning, code review, and our annual penetration test, then partnering with engineering teams to get fixes shipped and verified Lead application security reviews and threat models for high-impact work across mobile, web, backend, and AI systems, and document risk decisions with clear mitigation plans
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