What gets in the way today
- Wafer time spent on candidates that were never going to win
- Chemistry models that need days of GPU time
- Material choices that are hard to justify to the programme board
Semiconductors
Take only the lead resist candidate to the fab.
Fab and wafer time is the most expensive test bench there is. We rank resist and material candidates before they reach it, and cut the compute bill of the chemistry behind the ranking.
What you get
- Candidates ranked before the fab
- A compute bill measured in minutes, not days
- Evidence you can put in front of a review board
The evidence
- 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.
- Training of the challenge chemistry method cut from a published 173 GPU-hours to minutes on one GPU.
- Formulations ranked in the right order on quantum hardware, every energy difference within 0.3%.
StatusJudged resultMeasured on quantum hardwareClassical computation
Read the case
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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