Matos AI SPM vs Zscaler AI-SPM: Side-by-Side Comparison (2026)

Matos AI SPM: AI Security Posture Management solution for AI models, data, and services. built by CloudMatos. Core capabilities include AI pipeline monitoring from training to deployment, Agentless monitoring of AI services, components, and SDKs, Automated misconfiguration detection in AI pipelines..

Zscaler AI-SPM: AI security posture mgmt for securing AI models, data, and LLMs in cloud envs. built by Zscaler. Core capabilities include AI model, agent, and service discovery and inventory, Shadow AI detection for unsanctioned deployments, LLM-powered data classification and risk assessment..

Both serve the AI SPM market but differ in approach, feature depth, and target audience.

Matos AI SPM differentiates with AI pipeline monitoring from training to deployment, Agentless monitoring of AI services, components, and SDKs, Automated misconfiguration detection in AI pipelines. Zscaler AI-SPM differentiates with AI model, agent, and service discovery and inventory, Shadow AI detection for unsanctioned deployments, LLM-powered data classification and risk assessment.

Matos AI SPM is developed by CloudMatos. Zscaler AI-SPM is developed by Zscaler. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.

Matos AI SPM and Zscaler AI-SPM serve similar AI SPM use cases: both are AI SPM tools, both cover AI SPM. Review the feature comparison above to determine which fits your requirements.