Primary Use Cases for AI Risk and AI Governance
Total threat exposure management for AI environments
AI threats are novel, fast-moving, and invisible to legacy security tools. Prompt injection, model inversion, data poisoning, and adversarial manipulation require a purpose-built detection and response engine. TTEM™ is that engine — continuously identifying, prioritizing, and remediating AI-specific threat exposure at the first line of defense.
Unified compliance across 230+ frameworks — mapped once, satisfied continuously
EU AI Act. NIST AI RMF. ISO 42001. CMMC 2.0. SOC 2. HIPAA. SR 11-7. The regulatory landscape for AI is expanding faster than any team can manually track. The Unified Common Control Framework™ maps your controls once and continuously satisfies every framework — eliminating redundant mapping, manual evidence collection, and point-in-time compliance snapshots.
CMMC 2.0 compliance for AI environments handling controlled unclassified information
CMMC 2.0 Level 2 and Level 3 requirements now extend to AI systems that touch, process, or generate controlled unclassified information. Defense contractors deploying AI in operations, logistics, or procurement face a mandatory governance floor — and a C3PAO assessment cycle that punishes point-in-time compliance. RiskOpsAI keeps you assessment-ready continuously.
Shadow AI discovery and red teaming for ungoverned AI exposure
Your practitioners are already using AI tools on sensitive work — without procurement approval, security review, or governance oversight. Shadow AI is one of the fastest-growing risk vectors in enterprise environments. RiskOpsAI discovers ungoverned AI usage across your organization, quantifies the exposure, and red teams your sanctioned AI systems for vulnerabilities before adversaries find them.
Control effectiveness scoring — know what's working, not just what's deployed
Most GRC platforms tell you whether a control exists. RiskOpsAI tells you whether it works. Control effectiveness scoring continuously measures how well each deployed control is performing against the actual threats and compliance requirements in your AI environment — surfacing degraded, failing, or misconfigured controls before they become audit findings or incidents.
The RiskOpsAI Advantage
TTEM™ — Total Threat Exposure Management
Purpose-built for AI environments, TTEM™ is the only continuous threat exposure management engine designed specifically for the AI threat surface. Unlike legacy tools that monitor network and endpoint layers, TTEM™ monitors the AI model layer — where prompt injection, adversarial manipulation, and data integrity attacks actually happen. Continuous testing and validation means your governance posture runs at the speed of your AI deployment, not months behind it.
Unified Common Control Framework™
Most compliance teams maintain separate control libraries for each framework — a fragmented, duplicative, and error-prone approach that scales poorly as the regulatory landscape expands. The Unified Common Control Framework™ is a single, living control library that maps to every applicable framework simultaneously. When a new regulation comes into scope, your existing controls are instantly mapped — and gaps are surfaced immediately so your team knows exactly what work remains.
CMMC 2.0 compliance is the floor — not the ceiling
CMMC 2.0 establishes the minimum governance standard for defense contractors handling CUI. But the adversaries targeting your AI systems — nation-state actors, supply chain threats, and sophisticated ransomware operators — don't respect assessment cycles. RiskOpsAI ensures you meet the CMMC floor continuously while TTEM™ addresses the threats that operate above and beyond what any compliance framework was designed to catch.
Your practitioners aren't waiting for procurement
In most enterprise environments, AI tool adoption by individual employees outpaces formal procurement and security review by months or years. The result is a shadow AI portfolio — ungoverned, unmonitored, and invisible to the security team — handling sensitive customer data, proprietary information, and regulated content without any of the controls your sanctioned AI systems carry. RiskOpsAI makes the invisible visible, and the visible governable.
Resources
See all five use cases live in your environment
Book a 30-minute demo tailored to the AI governance challenges most pressing for your team — whether that's TTEM™, unified compliance, CMMC, shadow AI, or control effectiveness.