You should turn off an ad set when it’s not performing well, such as when it has a high cost per conversion, low engagement, or is not meeting your campaign goals. Additionally, if the ad set has reached its budget limit and shows no improvement over time, it’s a sign to pause or stop it. Always analyze performance metrics before making the decision to turn it off.