Vendor × Application Matrix

13 application groups (rows) x 28 vendors (columns) · 118 specific applications · generated 2026-06-08 · collection 2026-05-21 · verified 2026-05-21 · click groups to expand

Superconducting qubits (7)
Trapped ions (3)
Neutral atoms (5)
Photonic (7)
Annealing (1)
Quantum-inspired (2)
NV center (1)
Silicon spin (1)
Cloud platforms (1)
Application Superconducting qubits Trapped ions Neutral atoms Photonic Annealing Quantum-inspired NV center Silicon spin Cloud platforms Tot
Alice&Bob Google IBM IQM Origin OQC Rigetti AQT IonQ Quantinuum AtomComp Infleqtion Pasqal Planqc QuEra KETS NuQ ORCA PsiQ Quandela QuiX Xanadu D-Wave Fujitsu Toshiba QBrill HRL Laboratories Braket
Quantum Machine Learning(17) 17
Quantum machine learning / fraud detection (QML) 1
Quantum ML on cloud (Amazon Braket) 1
Generative quantum AI (GenQAI) / molecular ground states 1
Particle physics / HEP data analysis (QML) 1
Quantum NLP / lambeq (text classification) 1
Graph machine learning / quantum feature maps 1
Quantum reservoir learning 1
Quantum machine learning (variational classifiers) 1
Quantum ML / quantum reservoir computing 1
QSVM tabular benchmarks against classical baselines 1
Higher-order feature selection on tabular ML benchmarks (Forte) 1
Differential-equation solving with logical quantum kernels 1
Cayley unitary adapters for LLM perplexity on Quantum System Two 1
Energy-to-solution for quantum fine-tuning of foundational AI models (Forte Enterprise) 1
QSVM bagging ensembles for SAR oil-spill detection (Advantage) 1
HQNN blood-cell image classification on ibm_fez 1
Clinical data imputation with QNN training/inference on IonQ Forte Enterprise 1
Platforms & Tooling(16) 16
Optimization white-paper / benchmark framing 1
Scaling for quantum advantage and beyond (QDC 2025) 1
Cloud platform (Wuyuan processor) 1
Use cases archive (multiple application/algorithm posts) 1
A practical framework for evaluating quantum computing claims 1
Use cases + HPC whitepaper + Perceval/GBS stack 1
Hybrid quantum algorithm training 1
Photonic matrix multiplication / linear algebra 1
Combinatorial optimization (cloud aggregator showcase) 1
AppQSim (application-oriented benchmarks for Hamiltonian simulation) 1
BenchQC (scalable modular benchmarking of industrial QC applications) 1
IQP sampling - noisy quantum-advantage connectivity study 1
IBM device characterisation, error mitigation, and benchmarking 1
HRL silicon-spin device characterisation 1
AQT LYNX device characterisation and benchmarking 1
D-Wave annealer characterisation and benchmarking 1
Drug Discovery & Pharma(14) 14
Drug development / computational chemistry (AstraZeneca partnership) 1
Quantum-biotech / advanced therapeutics (CCRM partnership) 1
Drug discovery / solvent configuration 1
Drug discovery (fault-tolerant pharma) 1
Protein folding / molecular simulation 1
Drug discovery / molecular similarity 1
Protein electronic-structure simulation (Trp-cage miniprotein, 303 atoms) 1
Protein-ligand quantum chemistry at 12,635 atoms 1
CovAngelo VQE inside QM/MM drug-discovery platform 1
Counterdiabatic lattice-protein folding on 64-qubit Barium 1
Parallel HADOF on real genome-assembly instances 1
Iterative-QAOA for pangenome-guided sequence assembly 1
Continuous-time quantum walk centrality on protein residue interaction networks 1
Pauli-correlation-encoded QUBO for mRNA secondary structure prediction (Heron, 23 qubits) 1
Optimization(13) 13
QAOA tutorial (documentation) 1
Max-Cut / QAOA-style optimization portfolio 1
Combinatorial optimization on IonQ hardware 1
Constrained optimization on H2 1
Constrained optimization with 20-qubit system (JPMorgan Chase) 1
Optimization on Aquila (Max-k-Cut / MaxCut / MIS) 1
Cellular network planning (graph coloring / PCI assignment) 1
Combinatorial scheduling optimization (analog QAOA/MIS) 1
Graph optimization / Max-Cut (GBS-enhanced) 1
Network flow / infrastructure optimization 1
Mobile network paging optimization (NTT DOCOMO) 1
QGCN for 6G reconfigurable intelligent surfaces 1
QAOA workflows on Heron r2 at PINQ2 (Plateforme d'Innovation Numérique Quantique 2, 128-qubit) 1
Chemistry & Materials(12) 12
Quantum chemistry as a hardware-validation workload 1
Error-mitigated molecular energy estimation (quantum chemistry) 1
Quantum chemistry / molecular simulation (logical qubits) 1
Materials science / quantum material design (logical qubits) 1
Quantum chemistry (VQE for molecular simulation) 1
Open-shell molecular simulation (Lockheed Martin SQD / methylene) 1
Quantum simulation of real magnetic materials (KCuF3 neutron-scattering benchmark) 1
BMW fuel-cell catalyst and mobility materials simulations 1
H2 VQE accuracy/cost study across IBM backends 1
Spectral functions for ARPES (Quantinuum H2, 54 qubits) 1
Compressed circuits for nonadiabatic molecular dynamics 1
Real-time simulation of magnetic materials on Resonance (chromium tri-halide monolayers, 48 qubits) 1
Simulation & Physics(10) 10
Quantum Echoes and follow-on molecular-geometry application 1
Utility-scale quantum simulation (Ising model / condensed matter) 1
Random circuit sampling (computational supremacy) 1
Computational fluid dynamics / turbulent flow 1
Quantum magnetism / scientific discovery 1
Fault-tolerant CFD / fluid mechanics portfolio 1
Aerospace/defense quantum simulation (Lockheed Martin) 1
Quantum lattice Boltzmann transport / CFD on trapped-ion hardware 1
Hamiltonian simulation of time-domain Maxwell equations 1
TFIM chain and ladder dispersion relations on AQT Marmot (NLCE + VQE/ASP) 1
Logistics & Scheduling(8) 8
Aircraft / cargo loading optimization 1
Flight-gate assignment 1
Freight logistics optimization (Einride partnership) 1
Rail transport optimization (QCMobility) 1
Employee scheduling / workforce optimization 1
Vehicle routing / logistics optimization 1
Job shop scheduling 1
Impact-guided QUBO traffic zone partitioning 1
Crypto & Security(8) 8
Certified randomness (cybersecurity) 1
Zero-trust quantum security (cybersecurity framework) 1
Testing cryptographic codes using adiabatic quantum methods (integer factorization) 1
Quantum key distribution (chip-scale QKD) 1
QAOA subgroup discovery for intrusion-detection feature selection 1
Noisy quantum order-finding recoverability for Shor's algorithm 1
Quantum-token authentication on three IBMQ processors (Vault protocol) 1
GHZ-based magic secret-sharing on Marrakesh 1
Finance(6) 6
Finance workload on Heron (portfolio construction) 1
Finance workload from the publications portfolio 1
Portfolio optimization family as an annealing benchmark suite 1
Financial portfolio optimization 1
QAOA portfolio with noise-induced landscape distortion 1
QNN option pricing across four vendor platforms (IBM/IQM/IonQ/Rigetti) 1
Error Correction(5) 5
Quantum error correction below threshold (Willow / surface code) 1
Cat qubit error correction (bias-preserving gates) 1
Magic state distillation (fault-tolerant QC milestone) 1
AI-decoded quantum error correction (with NVIDIA) 1
Logical qubit error correction (with Microsoft Azure Quantum) 1
Energy & Climate(4) 4
Unit commitment / power-grid optimization 1
Energy sector / industrial QC (Aramco deployment) 1
Quantum ML for climate models 1
Greenhouse heater-scheduling QUBO (Advantage2 direct-QPU vs Leap Hybrid) 1
Networking & Edge Computing(4) 4
Quantum-enabled drones / national security 1
Quantum networking / data center interconnects 1
Edge computing / portable quantum accelerator 1
Optically interconnected QDC topology emulation on Torino (ring/line/star GHZ fidelity) 1
Boson Sampling(1) 1
Borealis / Gaussian boson sampling 1
Total 1 3 31 3 1 1 2 3 16 12 1 1 8 2 5 1 1 2 3 2 1 3 10 1 1 1 1 1 118