There is more science worth doing than there are people to do it.

We are AI-native people who love science, and we build the platforms that let agents do the work.

We built agents that do what a materials scientist would: read the literature, run the simulations, fit models to your own records, and explain why the answer holds. Coatings runs in production today. Formulation, metals and ceramics are next, on the same engine.

A small team of engineers working together
Built next to the machines it is meant to help.

Give a company more science than it can hire.

Every materials company has a list of questions it would answer if it had the people: the failure nobody has had a month to chase, the substitution deferred twice, the transfer everyone worries about.

The measure of our work is how many of those questions get properly answered in a year.

AI-native

The agents are how the work happens

The investigation itself is run by agents, which is why a second question costs less than the first instead of the same.

Science-first

People who care whether it is right

Sources on every number, and a stated refusal where the data cannot support an answer.

Platforms

One engine, many fields

Coatings is the first field taken all the way down to fitted process physics.

In production

Running on real lines today

The same agents and the same models run coating analysis in production every day.

Start with one site, or one product family.

Talk to the person who runs this. Bring the problem that is in front of you.

Contact us