All of these answers are super interesting and well thought out. Many of them line up with I would think, except for one thing. Hitler was no spring chicken during the war. He was 56 years old when he died, under the total crushing stress of leading a nation at war, and being pumped full of a truly fascinating cocktail of drugs by his personal physician. Depending on factors (mostly the war, which you dont specify in your prompt how they won), I don't see him living much past 1945. And I don't see the Reich lasting as a stable state much past that.
I feel like people are overestimating the extent to which Hitler set his subordinates against each other, so that none could accumulate enough power to challenge him. He would kill or sacrifice allies when it became convenient or expedient (remember the night of long knives?) and he avoided appointing a successor. Many speculative fiction works put Albert Speer in this role, but I think its more likely that the Nazi state descends into infighting, and different people fight for the top spot before Hitler is cold.