The Difference Between AI Features and AI-Native Products

The article distinguishes between AI features—add-ons like chatbots or auto-summarize layered onto traditional architectures—and AI-native products, which are built from the ground up around interpretation, decision-making, and adaptive workflows. AI features optimize isolated tasks within deterministic systems, while AI-native products embed probabilistic, context-aware intelligence across the entire system, making them harder to build but also harder to replicate.