
ISOMORPH.LAB is a new kind of materials lab, where machine learning, physics and chemistry share one bench.
Our models propose molecules and materials. Our robots make and test them, around the clock.
Matter, on demand.
We have studied millions of known structures to learn the rules that decide how matter behaves. Now we can use those rules to design materials for a specific job.
We call it inverse design: start with the property, then find the matter.
Training set
unique crystal structures in our training data
Research
Selected papers.
We publish what we learn, along with the data and models behind it.
The lab
A glass lab in the forest.
Our robots run experiments day and night in a glass pavilion outside the city. Every run is visible from the bench, and every result trains the models by morning.
Fig. 02 — The pavilion at dusk
Open 24 hours · Visits by appointment
Team
The people in the lab.
Chemists, physicists and machine learning researchers, working in small teams with the robots that test their ideas.

Ada Moreau
Co-founder, Research

Kenji Ito
Head of Platform

Nadia Okafor
Head of Chemistry

Vikram Rao
Lab Automation

Lars Holm
Materials Physics

Lucía Ibarra
Machine Learning
Careers
Join the lab.
Small teams, real experiments, and models you can test the next morning. We hire in London, Boston and remote.
Partner
with us.
Bring us a property you need. We will design the matter that has it.






