Solutions
Physics-informed AI for chemical engineering — invent formulations, design the process, validate in the lab, commission the controller, and keep asking the plant good questions.
Whether you are compressing R&D loops, de-risking scale-up, or aligning operations to design intent, Lavoisier Labs gives chemists and engineers a shared backbone from formula to plant.
FormulaIQ
Studio Pro
RoboBridge
ControlIQ
Chemical Engineering Agents
Outcomes
Shorter R&D. Safer scale-up. On-spec plants.
Lavoisier Labs analyzes your chemistry against first principles and ML — so fewer failed experiments, clearer process risk, and decisions you can defend.
Compress trial-and-error loops
Target properties in, ranked candidates out — with confidence you can defend — so fewer failed experiments burn calendar time.
Design the process before capital
Turn a formula into a manufacturable process with validated thermodynamics and quantified scale-up risk before pilot spend.
Validate before the plant
RoboBridge closes the twin–lab loop — correct residuals on robotic trials and ship an error-free dossier before scale-up.
Keep the loop on spec
Commission the controller from your plant’s own behaviour — the model is checked before anything is built on it, and the result runs inside the control system you already have. Nothing of ours sits in the loop to fail.
Ask the plant better questions
Chemistry-aware advisory under constraints and incomplete data — answers that cite the run or the clause behind them, with people still in charge, and a growing fleet from plant advisory to predictive maintenance lab agents.
Transparent, uncertainty-aware decisions
Every prediction shows science baseline, ML correction, and confidence — so teams can challenge the answer, not just accept it.
What we provide
Five products. One chemical engineering stack.
FormulaIQ invents the product. Studio Pro designs how to make it. RoboBridge validates it in the lab. ControlIQ commissions the controller that holds it. Chemical Engineering Agents advise across all of it — on shared models and uncertainty.
- FormulaIQ
Inverse formulation for R&D
Describe the product you need. FormulaIQ generates in-spec recipes from real materials — predicting properties before a single drop is mixed.
Explore FormulaIQ - Studio Pro
Process digital twins for scale-up
Simulate equipment, flows, and thermodynamics. Quantify off-spec risk and optimize the process before capital is locked in.
Explore Studio Pro - RoboBridge
Closed-loop lab validation
Trigger robotic micro-trials, correct physics-ML residuals, and auto-generate error-free TDS and Process Errata before plant transfer.
Explore RoboBridge - ControlIQ
Controllers commissioned from your plant
Learn how the loop actually behaves from its own data, verify the data supports the model, and commission the controller into the system already running it. Some loops need model predictive control and some are better served by something far simpler — we will tell you which is which.
Explore ControlIQ - Chemical Engineering Agents
Agents that stay on chemistry
Answer across continuous and batch operations with chemistry-aware agents — humans in the loop when it matters, and more roles ahead including predictive maintenance lab agents.
Explore Chemical Engineering Agents
By industry & agents
Built for chemical industries — and agent use cases.
Same platform across coatings, polymers, specialty chemicals, and energy — plus Chemical Engineering AI Agents and predictive maintenance lab agents on one backbone.
Coatings
Predict viscosity, VOC, gloss and opacity; generate compliant coatings formulations faster.
ExplorePolymers
Predict impact strength, modulus, UL94 and HDT; design compliant polymer compounds.
ExploreSpecialty chemicals
Custom property targets, small-batch economics, and multi-market regulatory complexity.
ExploreEnergy & batteries
Electrolyte formulation, thermal stability, and process scale-up with transparent uncertainty.
ExploreProcess Control
Control commissioned from your own plant data — retrofitted into whatever runs your loops today, or specified before startup from the process design.
ExploreChemical Engineering AI Agents
Specialized AI agent products for chemical engineering — plant advisory today, more roles ahead — with people still in charge.
ExplorePredictive Maintenance Lab Agents
Maintenance agent products for lab and plant assets — early warning, campaign-aware windows, expert approval before work.
Explore
See it on your chemistry.
Bring a formulation challenge or a process you care about. We’ll show how Lavoisier Labs shortens the path from R&D to plant.