I wonder if, at the same level of technology, quantum and classical computers end up performing similarly — do you need exponentially less noise for more qubits

I wonder if, at the same level of technology, quantum and classical computers end up performing similarly — do you need exponentially less noise for more qubits? If so, it seems similar to me to requiring exponentially more classical compute power to equal it, and they kinda end up equivalent?