Running a portable air conditioner all day is generally safe if properly maintained and used according to the manufacturer's guidelines. However, it's important to remember that running a portable air conditioner for extended periods will consume more energy and increase your electricity bills. Consider setting your portable air conditioner to a higher temperature to reduce energy consumption or using it with a ceiling fan.