MaterIQ
The future of Materials Science starts here.
We’re building something big. Stay tuned.
Core Technology
Multiple Orders of Magnitude Faster.
MaterIQ replaces expensive computer simulations that take hours or days with physics-grounded AI predictions in under a second — without sacrificing fidelity.
speed-up over traditional physics simulation
Simulation of a reactive material:
Numerically solving complex differential equations per simulation run
Faster, but learns statistical patterns — cannot generalize beyond training data
Physics embedded in the architecture — high-fidelity prediction, any regime
Why MaterIQ
Standard AI Cannot Solve Physics.
The correct solution requires both physics-embedded architecture and domain specificity.
- Interpolates within training distribution only
- Cannot enforce physical laws or constraints
- Produces physically impossible predictions
- Requires massive labeled datasets
- Better generalization to unseen tasks
- Still learns physics as data patterns
- Physics equations not in architecture
- Can hallucinate unphysical predictions
- Physics equations ARE the architecture
- Generalizes to unseen physical regimes
- Physically impossible outputs structurally prevented
- Data-efficient—physics knowledge reduces learning burden
The Founding Team
Built by the Scientists Who Invented the Field.
Our founders spent a decade pioneering physics-aware deep learning at leading research universities. MaterIQ is the direct commercialization of that work — validated in peer-reviewed literature before a single line of product code was written.
Contact
Partner With MaterIQ
Working on problems in defense materials, aerospace, or advanced manufacturing where simulation speed and fidelity matter? We want to hear from you.
Thank you for reaching out — we’ll be in touch shortly.