Gray Swan AI Security Suite vs White Circle Control Your AI: Side-by-Side Comparison (2026)

Gray Swan AI Security Suite

Mid-market and enterprise security teams deploying internal LLMs and AI agents need Gray Swan AI Security Suite because it's the only platform that tests your models before attackers do, combining real-time input/output filtering with adversarial red-teaming at scale. The Arena competition model for vulnerability discovery and support for autonomous systems and MCP integrations mean you're securing the actual attack surface you're building, not hypothetical ones. Skip this if you're looking for a passive monitoring tool; Gray Swan requires active participation in security testing cycles, and the setup assumes your team has AI security expertise or is willing to build it.

White Circle Control Your AI

Security teams deploying LLM applications need guardrails that actually catch jailbreaks and hallucinations before they reach users, and White Circle Control Your AI does this through automated red teaming paired with low-latency output validation that doesn't require model retraining. The platform covers NIST ID.RA and DE.CM effectively, giving you risk scoring and continuous monitoring of model behavior, though it prioritizes detection and control over incident response workflows. Skip this if your organization needs deep integration with existing SIEM platforms or governance frameworks beyond AI; White Circle is purpose-built for the AI control layer, not the broader security stack.