Research-led · built to be checked

Grounded AI for specialist fields.

We build software that reasons from a field's validated models and data, ranks the options, and shows the evidence behind each one. Our first product, FluxPilot, does this for metabolic engineering.

01 · What we build

Focused products, grounded in each field's own models.

Each product is built for a single field and anchored in that field's own source of truth: a validated model, a solver, or an established body of evidence. Three things hold across all of them.

The substance comes from the field's source of truth, not the language model. The model organizes the work and writes it up; it does not invent the result.
Each output ships with the sources it drew on and how confident it is.
When the data cannot support an answer, it returns nothing rather than a guess.
02 · Verticals

The verticals we build for.

The same approach applies across verticals with established models and a real cost to being wrong. FluxPilot is in production today for biotech; healthcare, legal, and finance are in research.

03 · Work with us

Partner, invest, or build with us.

Design partners shape a product on their own problems. Investors, and people who want to build this, reach us the same way. Tell us which, and what you are working on.