AcceleratingMaterials Discovery
GENMAT develops the first integrated, multi-scale, multi-modal foundation model for materials science, compressing decades of research into years.
Four Pillars of Innovation
GENMAT's framework is built on four core principles that guide our research and development.
Multiscale Approach
Connecting atomic chemistry, microstructural modeling, process optimization, and real-time monitoring in one coherent ecosystem.
Physics-Informed
Integrating strict physical constraints, kinetic relationships, and thermodynamic principles with standardized ontologies.
Holistic M3FM
A generalizable backbone that learns across material classes and scales, from atoms to macroscopic components.
Trustworthy AI
Built-in explainability, systematic uncertainty quantification, and full compliance with EU AI Act regulations.
High-Impact Use Cases
GENMAT's capabilities are validated through five strategic industrial and research applications.
Polymer Formulations
Reverse design of polymers from monomeric SMILES/SELFIES, correlating recipes with thermomechanical data.
Vitrimer Recyclability
Predictive modeling for dynamic covalent network polymers with multiple reprocessing cycles.
PFAS-Free Coatings
Advanced screening of sustainable silicon-based alternatives to PFAS coatings.
Low-Microplastic Coatings
3D siloxane technologies with high crosslinking and mineral character to minimize erosion.
Structural Health Monitoring
Integration of piezoresistive sensors in advanced composites with conductive fillers.