“…This article gives a detailed and consolidated view on topics like introduction, the working mechanism of ZAB along with the advantages and disadvantages of using Transition metal‐based electrocatalysts in ZAB and the role of AI & ML in the development of the battery R&D field (Gao & Lu, 2021). Technologies, such as AI and ML are believed to be a great boon in the field of supercapacitor and battery‐related R&D studies which will be helpful to overcome challenges such as dealing with a large number of data and variables such as performance, analysis of life‐cycle, safety, cost, impact on the environment and obtaining raw materials (Luo et al, 2020; Mistry et al, 2021). Recently a lot of industries especially chemical industries started investing in combined AI and ML technologies to hasten R&D. And it has already been effectively used in the investigation of different fields such as materials, catalysts, pharmaceuticals and so forth (Schneider et al, 2020; Butler et al, 2018; Li et al, 2020; Tkatchenko, 2020; Venkatasubramanian, 2018).…”