Frequently asked questions

SASE platforms excel at basic allow/block operations, but AI governance requires a more sophisticated approach. Singulr AI enhances your existing SASE solution by providing specialized AI governance capabilities:
● We prevent shadow AI: Simple blocking often drives users to personal devices or accounts. Our platform offers a smarter approach that enables safe AI adoption while maintaining control.
● We deliver specialized AI governance: Our platform integrates seamlessly with SASE clients to govern AI traffic and apply nuanced policies that traditional security tools can't match.
● We enable secure innovation: Apply fine-tuned policies that secure AI interactions without creating bottlenecks, supporting our core philosophy of "enable, don't block.

By integrating discovery, vetting, testing, and runtime enforcement into a unified control plane, Singulr enables security, IT, compliance, and business teams to collaborate quickly. This enables organizations to govern AI at the pace of business and approve safe AI more quickly, ensuring employees don't bypass governance processes. Risk mitigated: Approval bottlenecks that lead to shadow AI

Singulr provides inline runtime controls that detect and block sensitive data leaks in real-time, even within employee browser sessions. This protects sensitive data at runtime and ensures AI remains compliant and safe in day-to-day operations. Risk mitigated: PII/PHI exposure and policy violations in live AI use

Singulr's red teaming module allows organizations to continuously test for vulnerabilities and misuse by simulating adversarial attacks, prompt injections, data poisoning, and compliance violations—both at onboarding and periodically after deployment. This helps catch risks that surface over time. Risk mitigated: Model drift, fine-tuning risks, and emerging attack vectors

Singulr PulseTM provides the world's largest database of AI asset profiles and known risks. It enables rapid, standardized risk assessment, ensuring organizations only approve AI services that meet their security, privacy, and compliance requirements before they enter production. Risk mitigated: Onboarding risky or non-compliant AI

Singulr continuously discovers every AI service, model, or agent in use across the enterprise, including unsanctioned tools used by employees. This provides complete visibility into all AI use, both approved and shadow AI, and closes the blind spot that can lead to compliance breaches, data leaks, or uncontrolled costs. Risk mitigated: Unknown AI usage and shadow AI risk