17 use cases (filtered)

PDE-class fluid dynamics — FTQC-gated; classical HPC dominates today.

Optimize collateral allocation — embedding-taxed QUBO.

Predict manufacturing defects via QML — advantage unproven.

Option/derivative pricing — amplitude-estimation era; FTQC-gated.

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.

Wind/solar forecasting via QML — advantage unproven; classical ML competitive.

Enhanced risk simulation — Crédit Agricole CIB precedent; hybrid framing.

Large network optimization — embedding-taxed; hybrid only.

Generative QML for market scenarios — research-stage.

Model deposition chemistry — encoding-taxed; classical DFT competitive.

Classic VRP — classical heuristics strong; embedding-taxed.