• Patent filing for unique AI-powered algorithm for identifying top-performing AI and human decision-makers, including which LLM is most accurate for a given task
  • System identifies the top 1–5% of AI models and human experts per decision type, applying patent-pending bias-removal across financial trading, clinical decision support, fraud detection, cybersecurity, and additional decision-intensive domains

Perpetuals.com Ltd (NASDAQ:PDC), an AI-powered fintech company, has filed a U.S. patent application covering BayesShield AI, a system that identifies which AI model or human expert performs best for a specific decision, in real time. The patent addresses one of the most-cited blockers to enterprise agentic AI deployment: the gap between average benchmark performance and reliable performance on the decision in front of you.

The trailblazing and complex system is built on a simple premise: performance is not universal. Both AI models and human experts perform differently depending on the context of a decision. A model that performs well in one type of environment may underperform in another, and the same is true for human decision-makers.