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Our researchers found 3 critical vulnerabilities in PDF ecosystems. Then we let our trained AI loose, and found 13 more.

Inside Novee’s approach to scaling zero-day discovery by compounding exploit reasoning across modern PDF platforms.

Novee emerges from stealth with $51.5M to scale AI penetration testing

Novee's agent saw something worth investigating. Our researchers proved it was worth a CVE.

In live-browser exploit benchmarks, Novee’s 4B-parameter model achieved up to 90% accuracy, outperforming Claude 4 Sonnet and other frontier LLMs by over ~55%.

Modern web apps layer defenses so thick that XSS should be impossible. Attackers still find ways through. We wondered: could we teach AI to probe, adapt, and reason its way…

Attackers already move at machine speed. We are building Novee to give defenders the advantage back.