Engineering team reviewing model evaluation results

The shared leaderboard for manufacturing AI - ranking models and labs on manufacturing verticals.

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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.

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