Government agencies and national laboratories

Connect chemistry screening, synthesis evidence, cycle-life behavior, supply risk, and patent exposure before the next validation build.

Give catalyst teams a single decision loop for adsorption evidence, intervention logic, synthesis feasibility, and commercialization context.

Shortlist package and electronic materials by combining performance, reliability, manufacturability, and qualification context in one view.

Reduce formulation space faster by combining analog search, property context, sourcing questions, and downstream constraints.

Give process-intensive materials teams a tighter loop between recipe decisions, economics, qualification, and scale-up review.

Turn technical diligence into a repeatable operating system across science, sourcing, patents, and internal workflow reuse.

Assess 304K USGS mineral deposits across 166 countries, score supply concentration risk, and identify co-product recovery opportunities before capital commitments.

Identify earth-abundant HER and OER catalyst candidates with verified ΔG values, clear patent whitespace, and viable synthesis routes — all in one governed workflow.

Screen structural alloys, thermal barrier coatings, wide-bandgap semiconductors, and radiation-hard ceramics against aerospace qualification standards with DFT-backed evidence.

Identify biocompatible inorganic materials, drug delivery substrates, and implantable device coatings with full stability and synthesis evidence — bridging materials science and biomedical qualification.

Accelerate low-carbon cement, concrete additive, and structural ceramic evaluation by connecting synthesis feasibility, process economics, and patent whitespace in one platform.

Screen host matrices, qubit substrates, and cryogenic structural materials using DFT-validated defect formation energies, bandgap calculations, and experimental synthesis corroboration.

Give materials patent counsel and technology licensing teams a governed platform for FTO analysis, Markush genus scoping, claim invalidation research, and whitespace-based portfolio expansion.

Support automotive material programs from EV battery chemistry selection through structural lightweighting, thermal management, and supply chain qualification in a single governed platform.

Screen cathode, anode, and electrolyte chemistries against cycle-life targets, precursor availability, and qualification burden before committing validation builds.

Evaluate long-duration and grid-scale battery chemistries by balancing cost per cycle, calendar life, safety margins, and critical mineral exposure.

Assess remaining useful life, chemistry triage, and recovery economics for end-of-first-life battery packs using early-life indicators and digital twin workflows.

Narrow solid electrolyte and interface candidates by ionic conductivity, electrochemical stability window, synthesis feasibility, and patent exposure.

Select PEM, SOFC, and DMFC catalyst and membrane candidates by balancing activity, durability, platinum-group-metal loading, and supply chain resilience.

Identify Fischer-Tropsch, methanol-to-jet, and e-fuel catalyst systems with clear activity evidence, synthesis feasibility, and viable commercialization paths.

Support catalyst replacement, deactivation analysis, and process upgrade decisions for FCC, hydroprocessing, and reforming units with integrated evidence and economics.

Screen sorbent, solvent, and membrane candidates for CO2 capture alongside electrochemical CO2 reduction catalysts — connecting capture efficiency with utilization pathway economics.

Shortlist dielectric, underfill, TIM, and substrate materials for advanced packaging nodes by unifying thermal, electrical, and reliability signals with qualification context.

Support GaN, SiC, and Ga2O3 device programs with substrate, epitaxy, and packaging material decisions that account for thermal management, reliability, and supply resilience.

Select dielectric, ceramic, and electrode materials for MLCCs, inductors, resistors, and other passive components by balancing electrical performance with reliability and sourcing constraints.

Narrow TIM formulations by thermal conductivity, bond-line thickness, pump-out resistance, and long-term reliability under application-specific duty cycles.

Search polymer families by property targets, compare analog materials, and bring sourcing and sustainability constraints into the same first-pass screen.

Evaluate protective, functional, and decorative coating candidates by balancing durability, adhesion, process compatibility, and environmental compliance.

Select structural adhesives, sealants, and encapsulant materials by combining bond strength, environmental resistance, process compatibility, and downstream qualification constraints.

Screen structural, electronic, and thermal ceramic candidates by connecting DFT stability, synthesis-window feasibility, and process economics in one evaluation loop.

Compare candidate chemistries for additives, intermediates, and specialty compounds by balancing performance targets with synthesis feasibility, supply chain resilience, and IP positioning.

Accelerate low-carbon binder, supplementary cementitious material, and geopolymer evaluation by connecting synthesis feasibility with process economics and supply chain viability.

Support material decisions across batteries, thermal management, structural housings, and display stacks under the compressed timelines and thin margins of consumer electronics development.

Select optical, dielectric, and substrate materials for LEDs, laser diodes, waveguides, and photodetectors by combining bandgap engineering with synthesis feasibility and packaging compatibility.

Screen electrode, membrane, and catalyst materials for electrodialysis, electrochemical oxidation, and water splitting by combining electrochemical activity with fouling resistance and operational durability.

Identify next-generation absorber, buffer, and contact layer candidates using DFT-validated band gaps, HSE06-corrected electronic structure, and clear patent whitespace.