The partnership between AppSOC and Databricks delivers a comprehensive solution to secure AI systems across the entire lifecycle. AppSOC’s four core modules address key security challenges while seamlessly integrating into the Databricks MLOps environment:
- AI Discovery: Detects and inventories models, datasets, notebooks, and pipelines, enabling governance and maintaining a real-time security inventory.
- AI Security Testing: Uses model scanning and automated Red Teaming to identify risks like model poisoning and vulnerabilities before they can be exploited, ensuring resilience against threats.
- AI Security Posture Management: Monitors for misconfigurations, enforces access controls, and provides automated remediation, preventing unauthorized data exposure.
- AI Runtime Defense: Detects anomalies, prevents data leaks, and identifies misuse in real time through inline scanning of sensitive information.
