You have to be rich for class to be a major advantage when starting a startup, middle class isn't enough unless you're willing to expose yourself to a lot of personal risk. For various reasons middle class Black people with the skills to start a startup are more risk averse than white counterparts. For other reasons those same Black people get less funding than counterparts of other races.
I say this as a Black engineer from a middle class background that has been a founder, worked at FAANG and personally knows many Black founders that tried to bootstrap and failed to raise, even with strong pitches and profitable products. It's possible that these companies are fundamentally worse than all white founded companies that raise, but I rarely see Black people given a chance to fail. Class is not the only issue and it's not the main barrier for most Black people.