if the jury believed the woman's claims, yes, it's enough for conviction. conviction rates are high not because it's easy to prove guilt, but because district attorneys don't bring case that are likely to be lost. the scenario you describe might not be considered strong enough to win, and resources are limited, so this hypothetical case might not get a hearing.

It should not be enough for a conviction.