Built In, Not Bolted On: What AI-Native Actually Means in Cybersecurity

AI-native cybersecurity refers to security systems designed with artificial intelligence as a fundamental architectural component rather than as an added afterthought, enabling more effective threat detection and response. This approach leverages AI's capabilities from the ground up to analyze data patterns, identify anomalies, and automate security processes at scale. The distinction between AI-native and retrofitted AI solutions is critical for organizations seeking to modernize their security posture with technologies that were built to work natively with AI capabilities.

Source: Databricks | 2026-04-28