I don't know where your "Q and A" comes from, but I tried to ask the question to Gemini, and it provided a nuanced answer, involving other criteria than skills. In other words it said "it depends". When I asked to answer in just one word it said "Neither". I couldn't get him to pick the man or the woman.

My point is not that they are unbiased, but that could not replicate the example you provided (at least it seems to me that it's an example ? Unless it's fiction ?)