Materials & chemicals

Know which formulation to make before you make it.

Every candidate you synthesise costs weeks of lab time and budget. We rank candidates first, check the ranking against the method you use today, and send only the lead to the lab.

What gets in the way today

  • Too many candidate formulations and too few lab slots
  • Simulation that is too slow or too approximate to trust
  • No way to defend why one candidate went forward

What you get

  • A ranked shortlist before synthesis
  • The baseline each ranking was checked against
  • A plain answer when your current method is good enough

The evidence

  • 4 of 4 formulations ranked in the right order on quantum hardware, every energy difference within 0.3% (protocol frozen before the run).
  • Chemistry at 40 qubits, about twice the published scale, every step within chemical accuracy of its exact reference.
  • Award winner, 2nd place worldwide, GIC 2026 Advanced Materials track (Mitsubishi Chemical Group × AIST). A judged result; it does not imply endorsement of any product.
StatusMeasured on quantum hardwareClassical computation

Read the case

Platform network result

Chemicals / manufacturing

Chemical-plant production planning

Planning time 2–6 h → 1–10 min, including verification

Condition
Baseline: the prior manual or spreadsheet planning. Multi-grade (100+ grades) scheduling. Self-reported in a customer interview.
Compute
Classical solvers · no quantum hardware
Status
Field, in production use

Through our platform network · partner and client not named

Decide before you build.

Bring us the decision you have to make next.

We tell you which option wins, and whether quantum is the reason.

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