Generate millions of candidates
Frontier AI designs materials to your exact property targets.
Millions of candidates, narrowed to what you can make.
Our frontier AI harness designs materials for your most pressing needs, while experimental evidence maps these properties to viable synthesis routes.
Filter against real constraints
Screen candidates for process and experimental conditions such as stability, pH, temperature, and cost.
Match to a proven synthesis route
Check against real experimental records: what was made, how it was made, and what failed.
Published Proof
500 candidates to 2 solid-state electrolytes; higher yield than MatterGen and GNoMe(Deng et al. 2026)
Our focus areas
- Critical minerals
- Batteries
- Catalysts
- Membranes
- Semiconductor packaging
- Solid-form pharma
Start a Project
Scope a discovery contract
Tell us the target and what data you already have. We will come back with what our models can find in it. Book time directly with us if you would rather talk first.