For the purposes of this case study, one cell batch is submitted for testing using AiiDAlab (i.e. using the full software stack shown in Fig. ), while a second batch is submitted manually, using an equivalent testing protocol implemented using the GCPL technique in EC-Lab software (version 11.48), representing a set of out-of-band data.