AI Security Posture Management vs Sonoma Security: Side-by-Side Comparison (2026)

Enterprise security teams deploying homegrown AI agents and SaaS tools across multiple platforms need Zenity's AI Security Posture Management because shadow AI discovery actually works across your sprawl, not just in managed environments. The platform covers 195 employees' worth of focus on AI agent visibility paired with detection and response capabilities that address ID.AM and DE.CM simultaneously, closing the gap most teams face between knowing what AI is running and stopping misuse. Skip this if your organization treats AI security as a compliance checkbox rather than an operational priority; Zenity requires active threat hunting and response workflows to justify the cost. Enterprise security teams deploying internal AI agents at scale need governance that stops prompt injection and unauthorized data flows before they happen, and Sonoma Security's MCP gateway enforcement does this without requiring agents to be rewritten. The self-hostable deployment and granular entitlement policies mean you can lock down agent behavior without waiting on vendor infrastructure or negotiating with your cloud provider. Skip this if your agents are mostly third-party SaaS integrations or if you need detection and response capabilities after compromise; Sonoma is built for prevention, not forensics.

Based on our analysis of NIST CSF 2.0 coverage, core features, company size fit, deployment model, here is our conclusion: