Every industry is a materials industry.
Eight domains where a new material changes the economics. One real material class per domain, because claims should be checkable.
Energy Storage
Next-generation batteries are gated by the electrolyte: it must conduct lithium ions fast, resist dendrites, and survive processing. The platform screens candidate conductors against ionic conductivity, electrochemical stability window, and sinterability — returning ranked structures with proposed synthesis routes for cell-level validation.
Pharmaceuticals
A drug's solubility, shelf life, and patent position depend on which crystal form it takes. The platform predicts polymorph landscapes and relative stabilities for a given API, flagging late-appearing forms before they surprise you in manufacturing.
Semiconductors
Scaling logic and memory needs gate dielectrics that combine high permittivity with wide band gaps and clean interfaces to silicon. The platform screens oxide chemistries for permittivity, band alignment, and thermodynamic stability against Si — narrowing thousands of candidates to a testable handful.
Clean Energy
Green hydrogen and carbon capture live or die on catalyst cost and durability. The platform predicts adsorption energies and overpotentials across alloy and oxide spaces, surfacing earth-abundant compositions that approach noble-metal activity.
Advanced Manufacturing
Turbines, tooling, and additive processes demand alloys that hold strength at temperatures where conventional metallurgy gives out. The platform explores multi-component alloy spaces for phase stability, creep resistance, and printability.
Construction
Cement alone is roughly 8% of global CO₂. The platform screens supplementary cementitious materials and alternative clinker chemistries for strength development, durability, and locally available feedstocks.
Biomaterials
Implants, scaffolds, and drug-delivery vehicles need materials the body accepts on schedule. The platform predicts degradation kinetics, mechanical match to tissue, and cytotoxicity risk for candidate polymer chemistries.
Specialty Chemicals
Solvents, lubricants, and electrolyte additives are formulated by intuition and iteration. The platform predicts viscosity, conductivity, and stability windows across cation–anion combinations, cutting formulation cycles from months to weeks.