AI-driven continuous security platform for DevOps and engineering teams at SaaS companies in education, finance, and healthcare. Automates penetration testing, load/stress simulation, honeypot-based live threat monitoring and compliance mapping, integrating into CI/CD and cloud environments for continuous validation and audit-ready evidence.