Aurva AI Observability is a commercial ai spm tool by Aurva. Sysdig AI Workload Security is a commercial ai spm tool by Sysdig. Compare features, ratings, integrations, and community reviews side by side to find the best ai spm fit for your security stack.
CST VerdictBased on our analysis of NIST CSF 2.0 coverage, core features, integrations, company size fit, here is our conclusion:
Security teams drowning in shadow AI deployments need Aurva AI Observability because it finds and inventories unauthorized LLM usage across your infrastructure without agent overhead. The agentless deployment and zero-payload monitoring mean you see what's actually running without slowing down your stack, and the platform covers NIST ID.AM, ID.RA, and PR.DS across the full data-to-access chain. Skip this if your organization hasn't yet experienced uncontrolled AI adoption; you'll be buying tooling before you have a problem to solve.
Enterprise security teams deploying multiple generative AI models across cloud platforms need visibility into AI-specific attack paths and shadow AI instances that standard container security tools ignore, and Sysdig AI Workload Security is built specifically for that gap. The platform covers NIST ID.AM, DE.CM, and DE.AE functions across OpenAI, Bedrock, Anthropic, and Vertex AI simultaneously, mapping both static package vulnerabilities and runtime manipulation attempts in a single inventory. Skip this if your AI workloads are still in pilot phase or confined to a single cloud provider; the ROI only clicks when you're managing dozens of models across environments.
AI observability platform for shadow AI discovery and inventory management
Security platform for AI/GenAI workloads with runtime visibility & threat detection
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Common questions about comparing Aurva AI Observability vs Sysdig AI Workload Security for your ai spm needs.
Aurva AI Observability: AI observability platform for shadow AI discovery and inventory management. built by Aurva. headquartered in United States. Core capabilities include Shadow AI discovery, AI asset inventory export, Agentless deployment..
Sysdig AI Workload Security: Security platform for AI/GenAI workloads with runtime visibility & threat detection. built by Sysdig. headquartered in United States. Core capabilities include Automatic detection of suspicious activities in AI workloads, Real-time threat detection for unauthorized access and model manipulation, AI package and engine inventory across cloud environments..
Both serve the AI SPM market but differ in approach, feature depth, and target audience.
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