Updated March 9, 2026
Protect AI provides end-to-end AI/ML security covering the entire model lifecycle. Its platform includes model scanning for vulnerabilities, supply-chain security for ML artifacts, runtime threat detection, and policy enforcement. Protect AI helps enterprises secure AI pipelines from development through production deployment.
Wiz is the dominant cloud security platform and the leader in AI Security Posture Management (AI-SPM). It automatically discovers and maps shadow AI pipelines, model deployments, and training data across AWS, Azure, and GCP. Wiz identifies misconfigurations, exposed models, and sensitive training data risks across the entire AI supply chain. As the most widely adopted cloud security platform, Wiz is the de facto standard for securing enterprise AI infrastructure.
What each tool does well, and the limitations to keep in mind.
Pros
Cons
Pros
Cons
Respan lets you trace LLM and agent calls across any model or framework, A/B test prompts on production traffic, and route requests across 500+ models through one gateway.