Use the real route
Translate gradients, stops, payload, auxiliary loads, dwell time and charging windows into continuous and pulse current across temperature and ageing cases.
Freeze interfaces before the model
Terminal, busbar, cooling, sensing, compression, venting and service access can disqualify a cell that appears suitable from capacity alone.