Well, I guess it depends on what you mean 'almost every single large tech company', but React is used by Facebook (of course), Apple, Twitter, Yahoo, Netflix, Amazon, just to name a few.
https://github.com/facebook/react/wiki/sites-using-react
...that's obviously not complete, either. If you think of a large tech company the odds are they are using react somewhere for something, be it public facing or internal tooling. Many of the companies that aren't actively using React do so because they have their own JS stacks to dogfood (like Google and Angular).