Aurva AI Observability vs Aurva AI Security Posture Management (AI-SPM): Side-by-Side Comparison (2026)

Short answer

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. Mid-market and enterprise security teams deploying custom AI/ML models will find real value in Aurva AI Security Posture Management because it discovers shadow AI instances you didn't know existed, then monitors them without agent overhead. The agentless architecture and zero-payload monitoring model means you get visibility into rogue LLM applications and model drift without slowing inference pipelines. Skip this if your organization runs only off-the-shelf SaaS AI tools like ChatGPT; Aurva's strength lies in finding and hardening proprietary models where your actual IP risk lives.