Methodology & sources

A converter is only as good as its numbers. This page states exactly where GramChef's values come from and which assumptions sit behind them, so any cook can check our work.

Primary source: King Arthur Baking

For baking ingredients, our primary reference is the King Arthur Baking Ingredient Weight Chart, published by King Arthur Baking Company — one of the most widely used and carefully tested cups-to-grams references in home baking. Where King Arthur publishes a weight for an ingredient, we use it. Examples: all-purpose flour 120 g per cup, bread flour 120 g, whole wheat flour 113 g, cake flour 113 g, granulated sugar 198 g, packed brown sugar 213 g, powdered sugar 113 g, butter 227 g, cocoa powder 84 g and rolled oats 99 g.

Secondary source: USDA FoodData Central

For ingredients the King Arthur chart does not cover — most fresh produce, sauces, spreads and general cooking items — we use typical values from USDA FoodData Central, the United States Department of Agriculture's public food-composition database. Examples include honey (340 g per cup), whole milk (245 g), water (236.6 g) and uncooked long-grain rice (185 g). Where the two sources overlap and differ slightly, King Arthur takes precedence for baking ingredients because its values are measured the way bakers actually measure.

The assumptions behind every number

Oven temperatures

Fahrenheit-to-Celsius conversions use the exact formula (°F − 32) × 5⁄9, then round to the nearest setting found on real ovens and in published charts. Gas Mark equivalents follow the standard British table (Gas Mark 4 = 180°C = 350°F). Fan-assisted temperatures follow the widely used rule of subtracting 20°C from the conventional Celsius figure.

Pan volumes

Pan capacities are total volumes to the brim, expressed in US cups of batter, consistent with the pan-volume references published by major baking references and manufacturers. Individual pans vary slightly by brand and depth; treat the figures as accurate to within a few percent, and never fill a cake pan more than about two-thirds full.

Honest limits

Ingredient weights vary in the real world: flour absorbs humidity, brands mill differently, and no two scoops are identical. Published reference values are the best possible starting point, not a laboratory guarantee. Every GramChef value is reviewed by our founder, a NAVTTC Certified Chef (Level 2), and we correct values when a better-published source appears. To suggest a correction, use our contact page and name the source you are citing.