Is the Mona Lisa based on a real person?
Let's be accurate as possible and think first.
yes
There are two main theories about the origin of the Mona Lisa.

The first is that a wealthy noblewoman, the wife of one of Leonardo's friends, sat as the model.

Another popular theory is that Leonardo painted her as a cross-gendered self portrait.

.

So, the answer is yes