Lavoisier Labs

The intelligence layer for chemistry.

Physics-informed ML and LLMs on chemical engineering foundations — FormulaIQ invents formulations, Studio Pro designs the process, Chemical Engineering Agents keep decisions on-spec.

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Lavoisier Labs builds AI for chemistry on real chemical engineering — ML and LLMs that invent formulations, design processes, and control plants.

Physics-informed digital twin of a chemical process — FormulaIQ, Studio Pro, and Chemical Engineering Agents

Physics-Informed Digital Twins

FormulaIQ finds what to make. Studio Pro designs how to make it. Chemical Engineering Agents keep the plant on-spec — and grow into a fleet of AI agents on one chemistry backbone.

  • FormulaIQ

    Inverse formulation: target properties in, in-spec recipes from real materials — with confidence you can defend.

  • Studio Pro

    Process digital twins with validated thermodynamics — design, simulate, and optimize before you commit capital.

  • Chemical Engineering Agents

    Plant agents today, a growing fleet tomorrow — chemistry-aware advice with humans in the loop.

First principles. Then ML. Always uncertainty.

Every prediction is built as science baseline plus machine-learned correction, with confidence shown — so chemists and engineers can challenge the answer, not just accept it.

  • FormulaIQ

    From target properties to working recipes — physics-informed property prediction, regulatory constraints, and confidence on every candidate.

  • Studio Pro

    Chemical process digital twins with real thermodynamics — transparent AI and quantified risk before scale-up.

  • Chemical Engineering Agents

    Operate and adapt plant decisions under chemistry, constraints, and incomplete data — with a growing agent fleet ahead.

FormulaIQ, Studio Pro, and Chemical Engineering Agents

One chemical engineering stack — formulation discovery, process design, and a growing fleet of AI agents, plus an API to embed the same models in your tools.

FormulaIQ

Inverse Formulation

Describe the product you need. FormulaIQ generates in-spec formulations from real materials — predicting properties before a single drop is mixed.

FormulaIQ — inverse formulation from target properties to ranked recipes
Studio Pro

Process Design

Turn a formula into a manufacturable process with validated thermodynamics, transparent AI, and risk quantified before capital is committed.

Studio Pro — chemical process design from formula to plant
Chemical Engineering Agents

Plant & Beyond

Plant agents that keep lines on-spec today — and a platform for many more chemical engineering AI agents ahead.

Chemical Engineering Agents — plant advisory and growing AI fleet

Chemistry Models API

Embed FormulaIQ and Studio Pro models in your LIMS, ELN, or internal tools — programmatic access to the same physics-informed predictions.

View API Docs
const client = new LavoisierClient({
  key: process.env.LL_API_KEY
});

const recipe = await client.formulaIQ.inverse({
  targets: { viscosity: [1200, 1500],
             temp: 25 },
  constraints: { reach: 'EU' }
});

Frequently asked questions

What does Lavoisier Labs build?
Physics-informed AI for chemistry: FormulaIQ for inverse formulation, Studio Pro for process digital twins, and Chemical Engineering Agents for plant and beyond — on one shared chemistry backbone.
How is Lavoisier different from black-box AI?
Predictions combine a first-principles baseline with an ML residual and quantified uncertainty, so chemists and engineers can challenge the answer instead of trusting a black box.
Who is Lavoisier for?
Chemical engineering R&D and operations teams in coatings, polymers, specialty chemicals, energy, and related process industries who need formulation-to-process continuity with transparent reasoning.

Product updates

Follow FormulaIQ, Studio Pro & Agents