Post time stands for the time of starting of the horse race. Past that point, no new bets are admitted. The idea is that at that time, all the horses, jockeys and runners should be at their "posts". In other words, it is the "ready" mark of the race when everyone takes their places and the books close to keep the bets secure. "Post time" is one of the most popular horse racing words.