Armadillo Labs

Materials for the Energy Transition

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We discover advanced materials using computational physics and machine learning. Our platform screens thousands of candidates in days — not years.

The Platform

Computational Screening

First-principles simulations at scale

Machine Learning

Pattern recognition across thousands of compounds

Experimental Validation

If the math works, we build it

The Problem

0 GW US data center demand by 2030
0 % Grid power lost in transmission
0 Materials that solve both problems

Energy supply can't keep up. The grid is the bottleneck. Better materials are the answer.

Focus Areas

Energy Materials

Next-generation conductors for power infrastructure and grid systems

Thermal Systems

High-efficiency thermoelectric devices for waste heat recovery

Computational Tools

AI-driven screening pipelines and neural network potentials

Founded in Houston, Texas. Built on first-principles physics, validated by experiment. We believe the next generation of energy materials can be discovered computationally — and we're proving it.

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