What usually separates the options
LFP is commonly considered where throughput, thermal stability and cost consistency dominate. NCM can matter when payload, range or package volume is tightly constrained.
What must remain equal
Normalise duty, cooling, protection hardware, usable energy, warranty definition and delivery assumptions. Otherwise the result compares different products and different systems at the same time.