Use cases
Each case is the problem, what we did, and what it was worth against the baseline you would use today. The evidence sits underneath, with a plain status line: quantum hardware, simulation or prediction.
Semiconductors · materialsQuantum hardware · Simulation
Resist candidates ranked before any were made, so only the lead goes to synthesis and wafer testing. Award winner, 2nd place worldwide, GIC 2026 Advanced Materials track (Mitsubishi Chemical Group × AIST).
Pharma · life sciencesQuantum hardware · Simulation
Candidate allosteric sites read from a structure file alone, with the site model validated against exact references. A method result: no drug-ranking gain is claimed.
Mobility · autonomyQuantum hardware · Simulation
A disturbance model measured on a 128-qubit processor was the only one that certified a controller safe at its operating point.
Energy · networksSimulation · Quantum hardware
A network-expansion plan proven optimal over every one of more than a million alternatives, plus a direct read of the network’s real-time response.
Finance · financial crimeQuantum hardware · Simulation
A method for reading collective behaviour in payment networks. We measured where pairwise models go wrong; no detection gain is claimed.
Mobility · aerospacePrediction
A flow-transport solver mapped to the logical-qubit scale at which we will test it against the classical solver, running today across seven hardware platforms. No advantage on present hardware is claimed.
Security · post-quantumPrediction
A dated risk window for each cipher in your estate, so the post-quantum migration is planned and budgeted rather than rushed.