Your Python scripts, now reusable and shared.
engicloud.ai is a Python-native simulation platform with a library of 20,000+ ready-to-use calculators. Import your own code, build workflows you can verify, and share reproducible projects — all in your browser.
Ready-to-run models across 20 engineering fields
These workflows are live on the platform today — adapt them to your project in minutes.
Particle attrition
Predict particle breakage during pharmaceutical drying with a physics-based 2D population-balance model.
Scramjet engine modeling
Model a scramjet engine at five levels of fidelity, from generic flow topology to 1-D reactor combustion with real gas thermodynamics.
Batteries and power plants
Model lithium-ion batteries, size solar panel systems, and simulate Rankine-cycle power plants from component to full plant.
Deploy your trained ML model
Check a versioned scikit-learn model out of MLflow or DagsHub, wrap it as a calculator, and run predictions on a visual canvas, no code required.
Coupled heat transfer
Simulate one-dimensional coupled heat transfer as cold pellets heat up moving down a silo and gas rises from below.
Paper-to-equation extraction
Upload a research paper as a PDF, extract the equations, check units and dimensional consistency, and generate documented Python calculators ready to use in any project.
From script to reproducible workflow in four steps
The platform follows a simple object hierarchy. Master these four concepts and you master engicloud.ai.
Start from published literature
Every model traces back to a cited equation — Hall-Petch, Hertz, Weibull, or your own derivation. No black boxes.
Typed, tested Python functions
Each calculator is a Python function with typed inputs/outputs, units, documentation, and unit tests baked in.
Visual node canvas
Connect calculators on a drag-and-drop canvas. A new team member sees what feeds what, which assumptions are made, and where to change a parameter for a sensitivity study.
Share with your group
Publish workflows to an access-controlled team library. Version, fork, and collaborate — your simulation knowledge becomes institutional IP.
I've been working with DCS Computing successfully since 2021. The idea of engicloud.ai is perfect, and I can't believe they built exactly it when I needed it.
Founder, UD Supercritical CO2 Interdisciplinary Research Center
engicloud.ai acts like an autonomous research assistant, parsing academic literature, verifying units, and converting formulas into clean Python code. It lets my group at TU Graz integrate data-driven AI closures with mechanistic simulation on a single visual canvas, eliminating fragmented code silos and accelerating our research.
Simple plans, with your 20% EuroSciPy discount
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Advanced collaboration and automation for growing teams managing complex projects.
Comprehensive platform access, security, and integrations for organizations at scale.
with academic E-Mail Address
Advanced collaboration and automation for growing teams managing complex projects.
Comprehensive platform access, security, and integrations for organizations at scale.
€23.20/mo
€79.20/mo
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Frequently asked questions
engicloud.ai is built by DCS Computing GmbH — the Austria-based team behind LIGGGHTS®, CFDEM®coupling, and Aspherix®. Over a decade of open-source simulation software, EU research projects, and blue-chip industrial partnerships, distilled into a single AI-powered engineering platform.
