Why fixing your data architecture matters more than upgrading your detection models

Security leaders have been on a spending sprint. The global AI in cybersecurity market is valued at $44 billion in 2026 and is projected to reach $213 billion by 2034 , a trajectory that reflects genuine belief that machine learning will close the gap between the volume of threats and the capacity of human analysts. What is wrong is where most organizations focus when the tools stop working.