Surrender rules influence long-term strategy by allowing players to minimize losses in unfavorable hands, thereby improving overall profitability. When players can surrender, they can recoup half of their bet on poor hands, which reduces the house edge over time. This option requires strategic assessment of odds, helping players optimize decisions and preserve bankroll for better hands, enhancing their long-term play and reducing losses.