AI attacks evolve faster than traditional threat models can track. Yesterday’s defenses do not cover tomorrow’s exploits.
Gray Swan gives you visibility into emerging AI threats before they’re weaponized at scale.
AI threats don’t follow disclosure cycles. New attack techniques emerge continuously from independent researchers, adversarial actors, and the open-source community. By the time a vulnerability is published, it’s already been exploited.
Prompt injection, jailbreak, and agent manipulation methods are evolving weekly. Static defenses can't keep pace.
Security controls built on last quarter's threat landscape are already behind. AI-specific attacks don't wait for your next security review.
Most enterprise AI security is incident-driven. You learn about a new threat because it hit you, or because it hit someone else publicly.
There's no CVE database for AI attacks. No established taxonomy. Teams are left assembling threat intelligence from blog posts and conference talks.
Most AI security vendors build defenses based on known attacks. Gray Swan discovers the unknown ones.
Arena is Gray Swan’s proprietary red-teaming environment, home to over 15,000 human red-teamers who are continuously incentivized to find novel ways to break AI systems. Every new technique, bypass, and failure mode they discover feeds directly into your defenses.
This isn’t a research lab publishing papers. It’s a live, adversarial intelligence operation that produces actionable threat data at scale.
Cygnal updates its detection models with new threat patterns as they're discovered so your runtime defenses evolve continuously, not quarterly.
Shade incorporates the latest Arena-discovered attack techniques into its autonomous red-teaming scans so every time you test your AI, you're testing against threats the broader market hasn't seen yet.
Every Shade scan incorporates the latest Arena discoveries. Your AI is tested against attacks that haven't been publicly documented, giving you a window your competitors don't have.
Cygnal's detection models update as new threats are discovered so your production defenses don't age our between security reviews.
Regular intelligence briefings on new AI attack trends, techniques, and risk categories so your security and AI leadership stay informed, not surprised.
Our research has directly informed the safety evaluations of some of the most advanced AI models in the world.
See how Gray Swan threat intelligence keeps your AI defenses ahead of the curve, not behind it.
