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OpenFOAM × AI Intelligence

Stop debugging solvers.
Start engineering.

IteraSim builds AI that runs computational fluid dynamics end to end — case setup, meshing, solving, and the 3 a.m. divergence that eats your afternoon. Grounded in OpenFOAM, built at ETH Zürich, running on your own machine.

Free tier forever · No credit card · Linux & Windows

ETH Zürich PhD, IIT Bombay SNSF Fellowship Innosuisse-backed OpenFOAM Workshop 2026
The problem

CFD's bottleneck was never compute.

Every plane, reactor, chip and pump is designed with computational fluid dynamics. Yet engineers spend most of a project on setup, debugging and documentation — not engineering. The commercial suites cost tens of thousands per seat. OpenFOAM is free and takes six months to learn.

Setup is archaeology

Physics described in a directory of cryptic text dictionaries. One wrong keyword in fvSchemes and nothing tells you until hour three of a run.

Failure is silent

The solver dies with a floating-point exception and no explanation. You read a log, guess a scheme, re-run, lose a day. Then do it again.

General AI can't help

It can't see your mesh, your boundary conditions or your solver logs. A diverging case is a physics problem, not a syntax error.

84%Retrieval accuracy of the IteraSim CFD knowledge model across the main OpenFOAM categories, on our own evaluation set
9OpenFOAM solvers with a complete, form-driven case template — from icoFoam to buoyantPimpleFoam
500+Engineers trained through our IIT Bombay workshops and the global CFD-ML series
6 yrsOf production OpenFOAM C++ solver development encoded into the agent's failure-mode knowledge base
Simulation visualizations

Powered by real OpenFOAM physics.

Not renders. These are solved fields — turbulent airfoil flow, snappyHexMesh on real geometry, and multiphase pipe dynamics.

Turbulent flow over a NACA 4412 airfoil showing the wake region and separation point
Turbulent airfoil flow · NACA 4412
snappyHexMesh surface mesh on a Formula 1 car
snappyHexMesh · F1 car
Multiphase pipe flow simulated with interFoam
Multiphase pipe flow · interFoam
How it works

From a folder to a converged result.

Eddy drives the real OpenFOAM pipeline through a real shell. Nothing is mocked — it runs the same commands you would, and shows you every one of them.

Point it at a case

Any folder with system/, constant/ and 0/ is recognised instantly — or start from an STL and let the builder write the dictionaries.

Describe the physics

"Set up a Boussinesq buoyant case with air at 300 K." Every file change is previewed before a byte is written.

Run the pipeline

blockMesh, snappyHexMesh or Gmsh, then checkMesh, decomposePar, mpirun. Locally on your cores, or submitted to your Slurm cluster.

It fixes what breaks

On divergence it reads the log, names the numerical cause, patches the dictionary and re-runs — with a full history you can revert file by file.

Sectors

Wherever a flow decides the design.

Aerodynamics

External flow, drag and lift, wind loading — RANS, LES and DES on real CAD geometry.

Multiphase & thermal

Boiling, condensation, free surfaces, conjugate heat transfer and buoyancy-driven convection.

Process engineering

Mixers, reactors, pipe networks, porous media and particle-laden flow in plant equipment.

Energy & nuclear

Thermal-hydraulics, breeder-blanket and coolant-loop studies on air-gapped infrastructure.

Evidence

Checked against physics with a published answer.

An agent that confidently produces a wrong flow field is worse than no agent. So it's validated against benchmarks whose answers are already in the literature — and against the failure modes notorious for diverging quietly.

Benchmark

Lid-driven cavity, Re = 1000

Reproduces Ghia, Ghia & Shin (1982) along the vertical centreline to well under one percent, with the primary vortex near (0.53, 0.56).

Self-repair

buoyantSimpleFoam, Boussinesq

A configuration notorious for silently diverging. Eddy diagnoses the crash, repairs the case and completes the run with no human in the loop.

Published

Peer-reviewed foundations

Four OpenFOAM solvers written from scratch in C++. Published in Physics of Fluids; an earlier paper took the front cover of ACS Industrial & Engineering Chemistry Research.

Academic outreach

We taught this before we automated it.

An international workshop series on OpenFOAM and CFD–machine-learning integration, delivered to engineers and researchers who use it the next day. The product exists because the same questions kept coming up — and almost none of them were about physics.

40 hof CFD-ML curriculum delivered internationally
4+Advanced OpenFOAM workshops at IIT Bombay
500+engineers and researchers trained
6+global webinars on solvers and scientific ML
Stop losing days to divergence

Let the agent run the simulation.

Download Eddy, point it at a case you already have, and ask what the case actually does. That first answer takes about thirty seconds.

Free forever on the Local tier · Linux & Windows · info@iterasim.in