
The shared leaderboard for manufacturing AI - ranking models and labs on manufacturing verticals.
Benchmarks
We are building an evaluation suite for manufacturing intelligence models. Rather than publish numbers we cannot yet substantiate, we are sharing the methodology first — results and datasets will follow as each evaluation is finalised.
What we are measuring
Manufacturability evaluation
How reliably a model identifies genuine manufacturability issues on real sheet metal geometry — and how often it raises false flags.
Cost estimation accuracy
How closely estimated part cost tracks actual production cost across processes, volumes, and material choices.
Drawing interpretation
How accurately a model reads 2D drawings — dimensions, tolerances, and callouts — without human correction.
Results and datasets
Evaluation results and any accompanying datasets will be published here once they have been reviewed. If you would like to be notified when the first set is released, get in touch.
Contact us