19 use cases (filtered)

Find arbitrage cycles in FX/asset graphs — classical is fast; narrow window.

Model battery materials at quantum accuracy — high value; native fit bounded by qubit count. BASF/BMW-adjacent.

Screen catalysts for decarbonization chemistry — high value; needs careful Hamiltonian reduction to stay native.

Dual: capture-materials simulation (T2) plus storage-site selection (T1 siting).

Select trial sites balancing geography and covariate coverage without redundancy — geographic + covariate conflict graph.

Model contagion dynamics as a many-body-like system — interesting analogy; speculative.

Societal-scale planning combining simulation and optimization — broad; tier depends on the specific subproblem.

Folding-as-optimization — embedding quality decides fit.

Productize the simulation kernel's crossover-curve mapping as a service for national labs — the saleable artifact from the sim moat.

Deconflict robot motions in a shared cell — time-expanded conflict graph; near-native if kept 2D.

Resolve geometric design-rule conflicts in chip layout — geometric constraint satisfaction; high-value, contested.

Explore correlated-electron phase diagrams for superconductivity — beyond-classical regime; long horizon.

Where to build new lines — partly geometric, large instances; between native and embedding-taxed.

Design network topology — graph-native but not unit-disk; embedding cost.

Detect fraud rings in transaction graphs — graph-native but not unit-disk; embedding-taxed.

Graph problems on sequence data — graph-native but not unit-disk; embedding cost.

Model reaction pathways — value high, native fit narrow.

Quantum chemistry energies — native only for small systems; scaling needs digital/FTQC.

Coordinate signals across a network — large; embedding-taxed with some native substructure.