This paper examines how cyber threat intelligence (CTI) needs to adapt for artificial intelligence (AI) systems, detailing AI-specific assets, vulnerabilities, and attack patterns. It reviews existing AI security knowledge, outlines requirements for an AI-oriented threat intelligence knowledge base with concrete indicators of compromise (IoC), and discusses techniques for measuring similarity between IoCs and AI artifacts.