MaximaLabs
AI Copilot

AI Copilot for Process Simulation — Backed by Deterministic Solvers

Describe a flowsheet in plain English, debug a failed convergence instantly, and optimize a parameter. The AI proposes — the thermodynamic engine confirms every single number.

No hallucinated results · every number traces to a solver residual · runs in your browser

Try it yourself

Pick a prompt shape below — the copilot handles all three the same way: propose, then let the solver confirm.

You ask
> Simulate an

The AI proposes; the solver still computes every number.

The copilot builds
Feed
Column
Distillate
Bottoms

Why it doesn't hallucinate

The LLM never touches a physical number. It only ever proposes a flowsheet or a parameter change; the deterministic engine computes every result.

Your prompt
LLM flowsheet generator
Pyomo / SciPy / CoolProp solver
Exact convergence output
The same equations the column actually solves
Mi,j:;li,j1+vi,j+1+fi,jli,jvi,j=0M_{i,j}:\\; l_{i,j-1} + v_{i,j+1} + f_{i,j} - l_{i,j} - v_{i,j} = 0
Hj:;Lj1hj1L+Vj+1hj+1V+FjhFLjhjLVjhjVQj=0H_j:\\; L_{j-1}h^L_{j-1} + V_{j+1}h^V_{j+1} + F_j h^F - L_j h^L_j - V_j h^V_j - Q_j = 0

Three prompts engineers run every day

Not abstract — these are the shapes of request the copilot handles today.

Natural-language flowsheet generation

> Build an amine sweetening loop for CO₂ capture at 50 bar.

12 unit ops auto-placed (absorber, stripper, lean/rich exchanger, reboiler), property package set to electrolyte NRTL, initial conditions estimated — ready to run.

Automated convergence debugging

> Error: FLASH convergence failed at B3

“Your reflux ratio (5.0) drives a distillate flow above the feed — the material balance is infeasible. Lowering it to 2.5 resolves it.” The solver re-runs and confirms.

Multi-variable optimization

> Find the minimum reboiler duty for 99% ethanol purity.

The copilot proposes the search space; SciPy/Pyomo runs the actual sweep and returns the exact tray count, feed stage, and reboiler duty — every point solver-verified.

AI points, the solver confirms.

Free academic and individual tier available · zero desktop setup

Stop fighting legacy software. Build your first flowsheet in 60 seconds.