This is the reason I hate LLMs. In order to administrate the business, a perceptron with inputs like the bank statements of the previous quarters and the current state (price of restock, maintenance per vending machine...) and outputs like how many vending machines to buy or sell and if to fix a vending machine that's broken should be used.

Then with the simulation, it can be trained with a genetic algorithm or something. Like making it play a game until it makes the company always have profit. No reasoning needed