In the US about 94% of cases don't go to a trial. Defendants are strongly incentivised to accept a plea deal even if they are not guilty, because the cost of a trial and the risk of a guilty verdict are too high.

https://en.wikipedia.org/wiki/Plea_bargaining_in_the_United_...