Model the system
Use mathematical and physical structure to inform computation and inference.
AI compute. Quantitative research. Real-world systems.
Neural Derivatives develops AI and quantitative technology across compute intelligence, financial markets, and advanced computational research—connecting physics-informed methods with practical software and infrastructure.
We believe the next generation of intelligent systems should be designed with a deeper understanding of the systems they operate in. Neural Derivatives brings together physics-informed AI, quantitative methods, computational research, and infrastructure intelligence to build tools for complex real-world environments.
Use mathematical and physical structure to inform computation and inference.
Make performance, utilization, and efficiency more observable.
Our work spans research-led software and technology for financial markets, AI infrastructure, and computational systems. Each area is developed with its own practical requirements and validation standards.
Explore AI methods informed by mathematical structure, physical constraints, computational modelling, and optimization.
Build research technology, financial analytics, alternative-data workflows, and tools for systematic market analysis.
Develop software and analytics for understanding compute workloads, infrastructure performance, utilization, and efficiency.
Neural Derivatives is building a connected portfolio of research and software capabilities. Platform names below describe areas of development and product direction; specific availability depends on the product.
We organize our work around applied technology areas that can evolve from research and prototypes into robust software products and infrastructure.
Research and analytics for financial markets, alternative data, systematic strategies, and index-related applications.
Software for compute observability, workload analysis, performance, and infrastructure-aware decision support.
Continued exploration of physics-informed AI, computational modelling, optimization, and energy-aware intelligence.

Neural Derivatives is an AI and quantitative technology company focused on research-led software, computational intelligence, and infrastructure. We work across ideas that connect models, data, compute, and real-world decision systems.
Start with the structure of the problem, not only the pattern in the data.
Build for measurable performance, reliability, and practical integration.
Translate advanced methods into usable research workflows, software, and technology products.
For research, technology, and business enquiries, contact Neural Derivatives.