Five layered systems that reason from atomic structure to deployment decision and compound in intelligence with every run.
Materis unifies atomic intelligence, evidence, cross-scale reasoning, readiness scoring, and scientific memory into a single platform that evaluates material stacks before capital, time, and effort are committed downstream.
Inputs
- Materials Databases
- Stack Definitions
- Experimental Data
- Process History
- Supply Chain Data
Atomic Intelligence Engine
Multi-manifold GNNs trained across 30,900+ materials, reasoning at atomic, molecular, and structural scale simultaneously.
Evidence & Knowledge Graph
Scientific literature, experimental data, and operational history linked through provenance-tracked knowledge graphs.
Cross-Scale Reasoning Core
Thermal, diffusion, mechanical, electrical, and supply chain constraints evaluated across the full stack simultaneously, not sequentially.
SIR Scoring Engine
System Integration Readiness scores that are confidence-weighted, auditable, and traceable to source before capital is committed.
Scientific Memory Layer
Every stack evaluation compounds into the platform’s knowledge base. Materis gets smarter with every run.
Outputs
- SIR Score
- Failure Risk Map
- Audit Trail
- Experiment Recommender
- Stack Comparison