Mechanical engineering
Run stress studies on every design variant.
Antinuous reads your CAD files and test data and runs stress studies across hundreds of design variants in parallel. It lists where test and simulation disagree and cites each material value.
Use cases
Train a fast model on past simulations
A full simulation takes hours, so each design you try costs hours.
You ask
Use our last 200 airflow simulation results to build a model that predicts pressure drop from the duct geometry. Tell me which new designs it can and cannot predict well.
What it does
- Antinuous reads your past simulation inputs and outputs from uploaded files.
- It trains and tests a prediction model in its code workspace.
- It flags new designs that are too different from the training data to trust.
- It lists the designs worth running through the full solver next.
You get
A notebook with the model, its test error and a ranked design shortlist.
Each round of full simulations makes the fast model more accurate.
Who it's for
Design engineersChoose materials with a checked source for each value.
Simulation engineersRun stress studies across variants and train fast models.
Test engineersCompare test data with simulation and list the largest gaps.
Engineering managersGet cited literature reviews on a failure mode.
Works with
arXiv
GitHub
Slack
Google Slides
PowerPoint