There is a large (internal) difference between the two types of battery. Vehicle batteries are designed for high loads over a short period. As in cracking the engine, at start.
Leisure batteries are designed to provide more gentle loads, over a longer period. As in watching TV, running the fridge, etc.
So, whilst it could work, using *normal* batteries won't work quite as well as true leisure batteries would.
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