Currently, we have only an upper limit on the probability and barely even that. All observations are consistent with a probability less that 10^-40, meaning it certainly wouldn’t happen a second time in the observable universe.
Ask yourself this, from how many planets in the universe would you be able to observe life on Earth?
Something like 5,000 exoplanets have even been discovered. We can’t cross off many of those as certainly lacking life.
Why pick the lower limit? Existence of life on earth is extremely powerful evidence.
And of course given how vast and indifferent to life the universe is, life would still be vanishingly rare in the universe. It's going to be always precious and a gem.
"Does life exist anywhere besides earth" is a very different question than "does life exist outside these 100 planets". Because they are different questions, the relevancy of data and hypotheses are different.
I’m curious how your epistemology is working here. It seems to me that this will also be true in the future if we have found life on a hundred other planets. There still won’t be a shred of evidence of life anywhere else, and we still won’t have the faintest estimate of how likely it is to occur, right?