ModelGuard is an AI-powered cybersecurity platform designed to protect enterprises from novel threats targeting their AI models and associated data pipelines. Inspired by the challenges faced by companies like Jaguar Land Rover due to cyberattacks and the data breaches experienced by firms like Insight Partners, ModelGuard proactively identifies and mitigates vulnerabilities specific to AI systems. It monitors for adversarial attacks, data poisoning, model theft, and other AI-specific threats, providing continuous security, actionable insights, and automated defenses to safeguard sensitive data and ensure the integrity and operational continuity of AI deployments.