https://www.cces.ca/transgender-women-athletes-and-elite-sport-scientific-review
There's not a huge amount of data about this yet, and the true patterns will become more apparent as we have more data, but the data we do have suggests no inherit advantage over cisgender female athletes.
Please try not to use your own understanding of a subject as a measure of its possibility...its an unreliable metric.