Context is everything you tell the AI about your situation: who the answer is for, the goal, the facts, the tone you want. Claude starts each chat knowing nothing about you, so the context you add is what turns a generic reply into one that fits.
There is a simple test: would a smart new colleague need this to do the job well? If yes, put it in. The more the answer matters, the more context is worth adding.