# Superpositions Studio

Superpositions Studio builds practical quantum algorithms and applied quantum workflows for industry.

## Canonical Resources

- Homepage: https://superpositions.studio/
- Finance page: https://superpositions.studio/finance
- Careers page: https://superpositions.studio/careers
- Contact page: https://superpositions.studio/contact
- News & Updates page: https://superpositions.studio/blog
- Quantum Solutions Library: https://superpositions.studio/quantum-solutions-library
- Sitemap index (every public page): https://superpositions.studio/sitemap.xml
- Main site pages sitemap: https://superpositions.studio/sitemap-pages.xml
- Quantum Solutions Library sitemap (the 24 solution pages): https://superpositions.studio/quantum-solutions-library/sitemap.xml
- Robots policy: https://superpositions.studio/robots.txt
- API catalog: https://superpositions.studio/.well-known/api-catalog
- API docs: https://superpositions.studio/.well-known/api-docs.md
- Markdown homepage summary: https://superpositions.studio/home.md

## Public Page Groups

- Homepage: primary company entry point and cross-link hub
- Finance page: main industry landing for finance workflows and PoC structure
- Careers page: open roles and hiring information
- Contact page: direct contact paths for the team
- News & Updates page: product releases, company milestones, and press coverage; individual posts are addressable as /blog#<slug>
- Quantum Solutions Library: applied use cases, algorithm explainers, and benchmark comparisons
- Public solution pages: 24 standalone pages on algorithms, applied use cases and benchmark comparisons, listed below

## Public Solution Pages

One-line summaries of every page: https://superpositions.studio/quantum-solutions-library/quantum-solutions-library.md

### Finance
- Quantum Fraud Detection with QNN and Grover: https://superpositions.studio/finance/fraud-detection-grover
- Quantum Portfolio Optimization: QAOA, HHL and Annealing: https://superpositions.studio/finance/quantum-portfolio-optimization
- VaR and CVaR Estimation with IQAE: https://superpositions.studio/finance/var-cvar-risk-estimation-iqae
- Market Volatility Forecasting with QRC: https://superpositions.studio/finance/market-volatility-forecasting-qrc

### Healthcare
- Breast Cancer Classification with QSVM: https://superpositions.studio/healthcare/breast-cancer-classification-qsvm

### Manufacturing
- Quantum Quality Control in Additive Manufacturing with QSVM: https://superpositions.studio/manufacturing/anomaly-detection-qsvm
- Predictive Maintenance and Condition Monitoring with HQNN: https://superpositions.studio/manufacturing/predictive-maintenance-hqnn
- Steel Plate Fault Detection with QSVM: https://superpositions.studio/manufacturing/steel-plate-fault-detection-qsvm

### Energy
- Wind Energy Forecasting with HQNN: https://superpositions.studio/energy/wind-energy-forecasting-hqnn

### Chemistry and Materials
- Molecular Optimization with VQE Simulations: https://superpositions.studio/chemistry-materials/molecular-optimization-vqe

### Algorithms
- Grover's Algorithm for Quantum Search: https://superpositions.studio/algorithms/grover-algorithm
- HHL Algorithm for Quantum Linear Systems: https://superpositions.studio/algorithms/hhl-harrow-hassidim-lloyd
- Quantum Neural Networks: QNN & HQNN: https://superpositions.studio/algorithms/hqnn-hybrid-quantum-neural-network
- QAOA for QUBO and Ising Optimization: https://superpositions.studio/algorithms/qaoa-quantum-approximate-optimization-algorithm
- Quantum Amplitude Estimation (QAE): https://superpositions.studio/algorithms/quantum-amplitude-estimation-qae
- Quantum Reservoir Computing (QRC): https://superpositions.studio/algorithms/quantum-reservoir-computing-qrc
- Quantum Support Vector Machine (QSVM): https://superpositions.studio/algorithms/qsvm-quantum-support-vector-machine
- Quantum Annealing for QUBO and Ising Problems: https://superpositions.studio/algorithms/quantum-annealing-for-qubo-optimization
- Variational Quantum Eigensolver (VQE): https://superpositions.studio/algorithms/vqe-variational-quantum-eigensolver

### Comparisons
- QAOA vs MILP for Portfolio Knapsack Optimization: https://superpositions.studio/comparisons/qaoa-vs-milp
- QSVM vs Classical SVM for Classification: https://superpositions.studio/comparisons/qsvm-vs-classical-svm
- Quantum Annealing vs QAOA for QUBO Problems: https://superpositions.studio/comparisons/quantum-annealing-vs-qaoa
- QAE vs Monte Carlo for Risk Estimation: https://superpositions.studio/comparisons/qae-vs-monte-carlo
- HQNN vs Classical Neural Network: https://superpositions.studio/comparisons/hqnn-vs-classical-neural-network

Agents should start from the sitemap index, which covers the main site pages and the Quantum Solutions Library, and use the API catalog for machine-readable discovery metadata.