AI Research
Security research
driven by intelligence
We built a proprietary AI platform that powers our authorized vulnerability research. Custom models, GPU-native infrastructure, and datasets that exist nowhere else.
Our focus
AI is at the core
of what we do
We built our own AI platform to give our researchers capability that off-the-shelf tools simply cannot provide.
Intelligence layer
Models built by
researchers, for researchers
Built in-house by the researchers who use it. Trained on proprietary datasets that exist nowhere else, designed for our domain from the ground up.
Capabilities
Where AI meets deep security research
Each capability targets a specific bottleneck in vulnerability research that no general-purpose tool can solve.
01
AI-Assisted Binary Analysis
ML models trained on binary structures uncover patterns in hours that would take weeks of manual analysis.
02
Automated Vulnerability Research
Custom neural networks scan complex systems at scale and flag candidates for expert review across authorized engagements, expanding coverage beyond what any team could achieve manually.
03
LLM-Powered Code Analysis
Models fine-tuned on security datasets help researchers navigate complex codebases at depth, from kernel internals to protocol stacks.
04
Neural Pattern Recognition
Deep learning identifies recurring patterns across codebases and architectures, enabling faster hypothesis generation and more systematic vulnerability analysis.
How we work
Built for research,
not off-the-shelf
GPU-native training pipelines
Model training and inference run on dedicated GPU infrastructure, enabling rapid iteration on research-specific datasets that evolve with every engagement.
Proprietary datasets
Years of security research output feed our models, building a training foundation that does not exist anywhere else and cannot be replicated from public sources.
Researcher-in-the-loop
AI surfaces candidates and patterns while expert researchers direct, validate, and act. The combination consistently outperforms either working alone.
Continuous model improvement
Each research engagement generates new training signal. Our models improve with every project, compounding our analytical advantage over time.
Work with us
See what our platform can do
Our AI platform is the engine behind every engagement. Get in touch to learn more.