Cocktail ABV calculators provide a solid baseline, but real-world variables like ice melt rate, dilution technique (shaking vs. stirring), and temperature mean the actual alcohol percentage always shifts slightly. Standard formulas typically estimate dilution around 20–25% for shaken drinks, but scaling up recipes for a punch bowl or large batch often leads to faster ice melt and lower overall ABV over time if the ice sits directly in the dispenser.

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Are you looking to calculate ABV mainly for precise single-cocktail builds, or are you trying to prep batch recipes for a large party?