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


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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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.
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.
From target properties to working recipes — physics-informed property prediction, regulatory constraints, and confidence on every candidate.
Chemical process digital twins with real thermodynamics — transparent AI and quantified risk before scale-up.
Operate and adapt plant decisions under chemistry, constraints, and incomplete data — with a growing agent fleet ahead.
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.
Describe the product you need. FormulaIQ generates in-spec formulations from real materials — predicting properties before a single drop is mixed.

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

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

Embed FormulaIQ and Studio Pro models in your LIMS, ELN, or internal tools — programmatic access to the same physics-informed predictions.
View API Docsconst client = new LavoisierClient({
key: process.env.LL_API_KEY
});
const recipe = await client.formulaIQ.inverse({
targets: { viscosity: [1200, 1500],
temp: 25 },
constraints: { reach: 'EU' }
});
Product updates
A physics-informed process digital twin — equipment, flows, telemetry, and alarms updating as the plant runs.
Studio Pro
Simulation Activet = 124.05sProperty Editor
BR-101
ActiveVolume
1500 L
Jacket Temp
37.2°C
Agitation
520 RPM
Substrate
4.5 g/L
Alarm
Temp-High-BR-101: 38.5°C