If we’re talking about prize money, then the award for the highest paying horse race goes to the Saudi Cup. For the 2020 edition, the winner will get $20 million. If we’re talking about betting rewards, then the most lucrative horse race is The Kentucky Derby, which accounts for 70% of the total amount spent on horse racing.