Battery cell finishing is the last of the three main steps of battery production after electrode production and cell assembly. Currently it takes up to two weeks, has up to 20% scrap rate, uses 30% of the overall energy needed producing the battery cell and yet produces very little data that can be used for process improvement.

It is a major bottleneck in battery production today.