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No. Unless your car is explicitly designed to run on high octane gas1 (it’s rare, read your car’s manual), using a high octane gas will NOT give your car better mileage. That’s because the rating refers to how much energy it takes to ignite the gas, not directly to how much energy the gas puts out.
