Finetuning LLMs : Developing an AI model that can assess newly submitted menus from kitchens.

Why finetune LLMs? Why not use them as they are anyway? Wouldn't it save so much effort and time? There isn't one correct answer for this and it depends upon our situation, if the task in our hand is a general one, let's say generating natural langua...