All of these movies depend on more than the fan base, as Justice League showed very well. The key is making a movie with a story people want to experience. There is nothing inherent in the character of Black Widow that would preclude that, and she does have enough of a back story to make a very engaging script, as well as following the Marvel pattern of creating a unique tone for each of its solo franchises.