Enterprise AI Security Is Moving From Chat Monitoring to Action Control
Maxim Bar Kogan, founder and CEO of Onyx Security, argues that enterprise AI security is shifting from policing chatbot data leaks to controlling autonomous agents that can use credentials, call APIs, edit code and alter production systems. In a conversation with Sarah Guo, he makes the case for an independent AI control plane that can judge whether an agent’s actions match its assigned intent, rather than relying on traditional permissions, proxies or the model vendors themselves. Kogan says the hard problem is doing that supervision cheaply and quickly enough for enterprise deployment.
No Priors·May 28, 2026·14 min read
