Maps business problems to quantum algorithms, runs on simulators or QPUs, benchmarks against classical models. → Plain-language input. Describe your task — AI maps it to a quantum formulation → Hybrid quantum-classical experiments & downloadable quantum code → Benchmarking. Quantum vs. classical with crossover projections → Research-grade PDF. Rationale, metrics, ROI — publication-style → Run on a quantum hardware IBM, IonQ, IQM, Rigetti — switch freely 20+ use cases · 10+ algorithms