
Secure AI-assisted coding in practice
A security-first workflow for AI-assisted development that delivers both speed and protection.
A security-first workflow for AI-assisted development that delivers both speed and protection.
Building with AI doesn't mean abandoning security—it means rethinking how you approach it.
Product Threat Exposure Management (PTEM) represents a fundamental shift from traditional application security to a holistic approach that treats software as complete products rather than isolated codebases.
Traditional security approaches—penetration testing, code reviews, compliance frameworks—assume human-written code and expert oversight. They're poorly suited to the scale and nature of vibe-coded applications. We need an approach as AI-native as the development process itself.
Product red teaming is a specialized form of adversarial testing that focuses specifically on simulating real-world attacks against an organization's software products and their entire ecosystem.
Product Threat Modeling represents a specialized application of threat modeling that takes a holistic view of an entire product ecosystem, extending beyond traditional technical system boundaries.