18 use cases (filtered)

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

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

Folding-as-optimization — embedding quality decides fit.

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.

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

Optimize collateral allocation — embedding-taxed QUBO.

Battery/storage dispatch optimization — embedding-taxed QUBO; classical wins today.

Which generators to run when, at scale — massive but embedding-taxed; hybrid decomposition only.

Continuous trajectory optimization under constraints — embedding-taxed; classical optimal control is strong.

Canonical QUBO — classical solvers very strong; honesty gate critical.

Plan the migration to PQC standards — NOT a QPU workload; listed for completeness as an advisory/defensive posture.

General job-shop scheduling — embeds poorly; classical wins today.

Molecular docking as optimization — heavily encoding-taxed; classical + ML strong.

Large network optimization — embedding-taxed; hybrid only.

Classic VRP — classical heuristics strong; embedding-taxed.