Why usWhy teams choose Superpositions
Built by a team across quantum physics, classical ML, optimization, and enterprise software. Five principles shape every release.
Classical baseline with every result
Every quantum experiment runs alongside a classical benchmark. You see both — solution quality, runtime, cost, error rates, and scaling curves. No cherry-picked wins.
Industry datasets and templates built in
Finance, energy, manufacturing, healthcare, chemistry. Real problem formulations, not toy examples. No other quantum framework ships this.
Hardware-agnostic by design
Simulators for rapid iteration. QPU execution across IBM, IonQ, IQM, and others when it matters. Fair cross-vendor comparison, no lock-in.
AI co-pilot that learns
A multi-agent system that recommends algorithms, estimates costs and risks, interprets results, and gets smarter from every experiment through a growing performance graph.
Reproducible, auditable outputs
Seed-controlled executions, downloadable code, and PDF reports with full methodology. Hand them to your team, your board, or your regulator.