While for the selected experiments of Si-Gra and NMC, the influence in their prediction is dominated in both cases by the roll gap, comma gap and the AM wt.%, with same direction on each one but with different intensities. This XAI allows the further improvements of these specific experiments by indicating which manufacturing parameters have more influence in the electrode property.