Industrial
Materials and Chemical Formulation Design
Proposes new materials and chemical formulations and predicts their properties before lab testing.
Named Models
Where this comes from
Models the research names for this use case. Research, with sources on each model record.
Who Runs It
No deployment is recorded for this use case.
Where this comes from
Documented uses by named organisations. The evidence column says who made the claim.
Candidate Models
Matbench Discovery: leaderboard fetched 2026-10-10, ranked by CPS
A general benchmark for this model class, not a test on this use case. MLIP materials discovery ranked by CPS; also F1 and kSRME. Higher is better.
PET-OAM-XLEPFL maintainer-run0.9EquFlash maintainer-run0.89
eSEN-30M-OAMMeta maintainer-run0.89
Nequip-OAM-XLHarvard University maintainer-run0.89
MatRIS-10M-OAMInstitute of Computing Technology, Chinese Academy of Sciences maintainer-run0.88
SevenNet-Omni-i12Seoul National University maintainer-run0.87Nequip-OAM-LHarvard University maintainer-run0.87TACE-v1-OAM-M maintainer-run0.87
GRACE-2L-OAM-LICAMS Bochum maintainer-run0.87
ORB v3Orbital Materials maintainer-run0.8600.51
Boltz-2Boltz PBC, MIT (Jameel Clinic), Recursion, scientificReleasedJun 2025open weightshas scoreslast 18 months
Protenix-v1ByteDance, scientificReleasedFeb 2026open weightslast 18 monthsSevenNet-Omni-i12Seoul National University, materialsReleasedJan 2026has scoreslast 18 monthsPET-OAM-XLEPFL, materialsReleasedJan 2026has scoreslast 18 monthsTACE-v1-OAM-M–, materialsReleasedJan 2026has scoreslast 18 monthsNequip-OAM-XLHarvard University, materialsReleasedNov 2025has scoreslast 18 monthsMatRIS-10M-OAMInstitute of Computing Technology, Chinese Academy of Sciences, materialsReleasedOct 2025has scoreslast 18 months
OpenFold3 (preview)OpenFold consortium, scientificReleasedOct 2025open weightslast 18 months
C2S-Scale-Gemma-2-27BYale University, Google, Google DeepMind, scientificReleasedOct 2025open weightslast 18 monthsC2S-Scale-Gemma-2-2BYale University, Google, Google DeepMind, scientificReleasedOct 2025open weightslast 18 monthsShowing 10 of 49. All models of this class
Where this comes from
Derived, not researched: models in the directory whose class matches a class this use case uses, excluding family records and models shut down or deprecated. Ranked by how many fit facts they meet, then by release date. Each fit fact is read from the model record.
Links
Who Runs Itnone recorded
Models 1
Sources
- deloitte.com/content/dam/assets-zone3/us/en/docs/services/... https://www.deloitte.com/content/dam/assets-zone3/us/en/docs/services/consulting/2026/ai-use-cases-eri-2026.pdf
To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Materials and Chemical Formulation Design", https://aurion.semai.id/usecases/ind-materials-formulation-design/, records of October 2026.