The Biggest Shift in AppSec Isn’t About AI (or CI)

Mapping what’s actually shifting in AppSec, why AI-native IDEs matter earlier than most teams think, and where GTM narratives quietly break.

AI is everywhere in code security conversations right now: it shows up in decks, demos, roadmaps, and product announcements. The field is moving so quickly that by the time a company finishes rebranding its roadmap as “AI-first,” the actual shift has usually already moved somewhere else.

No surprise there, because AppSec is a multi-billion-dollar market …