Best 6 AI security posture management platforms (AI-SPM) in 2026
Brief
What are AI security posture management (AI-SPM) platforms?
AI Security Posture Management (AI-SPM) platforms are specialized tools that discover, monitor, and secure AI models, pipelines, and data, mitigating risks like data leakage and model poisoning. They offer continuous visibility, manage misconfigurations, and enforce security policies across cloud services like Azure OpenAI and Bedrock.
By consolidating security controls and automated monitoring for AI components, AI-SPM platforms help organizations prevent data leaks, model misuse, and unauthorized AI deployments. They typically integrate with existing IT and cloud infrastructures, offering real-time insights into the security state of AI assets across different environments.