We don't. Here's a survey paper from quantum computing expert Scott Aaronson, posted to arXiv just a couple months ago:
https://arxiv.org/pdf/2209.06930.pdfFrom the abstract:
> I survey, for a general scientific audience, three decades of research into which sorts of problems admit exponential speedups via quantum computers -- from the classics (like the algorithms of Simon and Shor), to the breakthrough of Yamakawa and Zhandry from April 2022. [...] I make some skeptical remarks about widely-repeated claims of exponential quantum speedups for practical machine learning and optimization problems. Through many examples, I try to convey the "law of conservation of weirdness," according to which every problem admitting an exponential quantum speedup must have some unusual property to allow the amplitude to be concentrated on the unknown right answer(s).
I am very confused at how so many people are absolutely convinced that quantum computing is known to do, or already does, all sorts of things it is not known to do. There's a sister comment here saying exponentially superior quantum computers are available in AWS!
It's like an urban legend that circulates among software engineers.