The forging
workbench
ForgeIQ — DYNAMIXEL of metallurgy. Three intelligent programs in one workbench — predict cogging energy, map processing windows, and generate optimal 3D preforms in minutes instead of weeks.
ForgeIQ is the answer you've been looking for. Designed with a deep understanding of the precision and process data demanded by modern forging — for engineers who refuse to wait weeks per iteration.
Void closure, predicted per pass.
MLP and gradient-boosting surrogates estimate final void volume from grain size, weight factor and your per-pass schedule — then check every pass against your press, in seconds.
Find the safe forging window.
Prasad-criterion power-dissipation (η) and instability (ξ) heatmaps over temperature and strain rate. The PINN surrogate reveals exactly where the material flows safely.
From voxels to a graded STL.
An attention U-Net turns a target shape into a watertight preform mesh — returning a manufacturability grade from A to D based on genus, wall thickness and bounding box.
One click, a finished preform.
Chain all four surrogates into a single target-driven closed loop — re-running toward your spec until the preform grades out, with full iteration history.
Built for engineers, by a lab.
Manual calculation of pass schedules, hand-built processing maps, and trial-and-error preform design consume thousands of engineer-hours every year. This platform compresses the loop into seconds.
ML-driven
Pre-trained neural networks predict process outputs (ENE, preform geometry) from your design parameters. No fitting required.
Quick mode
Don't have your own dataset? Every program runs with built-in reference data — enter parameters, get results.
Lab-grade physics
Backed by validated models from the Net Shape Manufacturing Lab — published methods, real-world validated.
Open a program. See a result. It really is that fast.
Sample data is bundled with every program — there's nothing to download before your first run.