Services & Solutions
AI Innovation Sectors
AI platform for material discovery and design
01
Aerospace
Advanced materials and architectures for lightweight structures, extreme-temperature environments, thermal management, and propulsion systems.
03
Defense
High-performance materials for extreme environments, thermal systems, electromagnetic applications, and mission-critical components.
02
Energy & Power Systems
AI-driven materials discovery and design for batteries, fuel cells, catalysts, heat exchangers, thermal storage, and next-generation energy systems.
Semiconductor
04
Advanced materials for semiconductor packaging, thermal management, heat spreaders, interconnects, and high-power electronics.
AI solutions
Advanced Intelligence for Industry Material Evolution
01
Multimetal Material Discovery
Accelerate discovery of advanced alloys and multimetal systems using our inverse-design AI, from concept to manufacturable material candidates.
02
AI Simulation & Design Platform
Explore new semiconductor materials and device ideas before you reach the fab. LIDG-AI combines simulation and AI so you can compare options and make faster design decisions.
03
Intelligent Energy Systems
Apply AI to optimize energy-intensive material processes and large-scale industrial systems, improving efficiency, reliability, and performance.
What powers the LIDG-AI platform
01
Multiscale Inverse Design
02
Materials & Architecture Co-Design
Start from target performance and design materials across nano, micro, and multimetal structures to meet it.
Co-design composition, interfaces, microstructure, and 3D architecture instead of treating material and geometry separately.
03
Physics-Informed Prediction
04
Closed-Loop Design–Make–Test–Learn
Blend AI with physics models and manufacturing rules to find designs that hit specs and can actually be made.
Link AI design with LIDG3D fabrication and testing so each build feeds back in, cutting trial-and-error and speeding learning.
