Does the speed of the site affect the top search engines?

Yes a reasonable speed does matter. Use GTMETRIX to see if you need to improve the speed. But if you think you have a speed score of 90+ and you will get higher ranking because of that, it will never happen. I check the speed of the top websites all the time and none of them have been optimized for speed score of 90+