Adaptive Risk Engine
Your Gen AI Risk Perimeter Just Got a Whole Lot Smarter
Acuvity’s Adaptive Risk Engine delivers real-time, context-aware protection for every Gen AI interaction—dynamically adjusting controls based on behavior, risk, and regulatory needs. It’s the brain behind secure AI adoption at scale, built to evolve as fast as the threats do.
Why Static Defenses Aren’t Enough in the Age of Gen AI
Traditional security models—built on fixed rules and reactive policies—simply can’t keep pace with the fluid, fast-moving nature of Generative AI. Threats like prompt injection, jailbreak attempts, unauthorized data exfiltration, and adversarial manipulation are constantly evolving. Static controls are blind to the dynamic, unpredictable nature of Gen AI usage. That’s why Acuvity developed the Adaptive Risk Engine (ARE): a real-time intelligence system that continuously monitors, scores, and responds to AI-related risks as they emerge. It brings together context, behavior, and policy in a single loop, offering proactive protection without blocking innovation.
How the Adaptive Risk Engine Works
At the core of Acuvity’s RYNO Platform, the Adaptive Risk Engine (ARE) continuously analyzes Gen AI interactions across users, agents, and applications. It doesn’t rely on static policies—instead, it uses real-time behavioral data, contextual signals, and provider intelligence to dynamically assess and respond to risk as it evolves. This ensures security decisions are always aligned with the current threat landscape and business context.
User & Agent Risk Awareness
The Adaptive Risk Engine tracks how users and AI agents interact with Gen AI tools, detecting sensitive data in prompts—like PII, financial records, or regulated content—and flagging when agents behave outside their intended scope. It also monitors for misuse or overreliance on AI-generated outputs that could introduce hallucinations or biased information into business processes. This user-centric view allows for early intervention before risky behaviors escalate.
Continuous, Context-Aware Risk Scoring
Unlike point-in-time assessments, the Adaptive Risk Engine builds a living risk profile for each user session. It factors in identity, prompt content, device characteristics, location, and access history to compute a real-time risk score. This allows it to make on-the-fly decisions about access, data sharing, and usage policies—without interrupting the user experience.
Compliance & Ethical AI Enforcement
The engine is built for regulated environments, ensuring Gen AI use aligns with GDPR, HIPAA, SOC 2, and other frameworks. It continuously monitors model outputs to detect bias, ethical violations, or policy breaches, and maintains a transparent audit trail of AI interactions and risk decisions—supporting both accountability and compliance at scale.
Looking Beyond the User: Provider-Level Risk Intelligence
Not all Gen AI tools are created equal. The engine continuously evaluates the trustworthiness of AI providers by analyzing their data sharing policies, compliance certifications, data residency practices, and third-party dependencies. Whether your teams use ChatGPT, Claude, or niche AI agents, the system scores and updates provider risks in real time—giving your security team the visibility they need to act with confidence.
Autonomous Real-Time Response
When risk thresholds are met, the engine acts instantly. It can block or modify unsafe prompts, redact sensitive inputs, revoke access, isolate sessions, or trigger automated workflows—all without human intervention. It also adapts to emerging threats by learning from live data, enabling fast, policy-driven responses to zero-day attacks and novel misuse patterns.
Why Acuvity's Adaptive Risk Engine is Different
Real-time. Context-aware. Built for Gen AI.
Acuvity’s Adaptive Risk Engine goes beyond static rules and surface-level scans. It continuously analyzes user behavior, data sensitivity, and AI interactions to assess risk dynamically—adjusting enforcement in real-time. Whether it’s detecting shadow AI usage, preventing prompt injections, or enforcing policy across custom AI models, Acuvity adapts to your environment as it evolves. Unlike rigid point solutions, our engine delivers precision security without slowing innovation, enabling secure, compliant AI adoption at scale.
Learn More about How We Think About Securing Gen AI
With Acuvity, Gen AI Security Is No Longer a Roadblock—It’s an Enabler
Want to learn how Acuvity can help your organization secure AI at scale? Let’s talk.