A former US Cyber Director argued that AI models reflect the ethical and security standards of their creators, highlighting risks of biased or insecure AI systems. Enterprises deploying AI without robust governance frameworks may face compliance violations, model failures, or adversarial exploits. The lack of standardized AI ethics and security controls increases exposure to operational and reputational risks.