Four kinds of nutrition information

TypeWhat it can tell youWhat to check
Sourced food referenceNutrient values for the food and serving described by the cited record.Food identity, raw or cooked state, edible portion, units and source.
Calculated recipe or portionAn arithmetic estimate based on the selected ingredients or starting values.Ingredient amounts, additions, serving count and whether the source matches your food.
AI-assisted app estimateA practical interpretation of a meal description or photo.Food identification, portion size, preparation and ingredients a photo cannot show.
Archived meal-log summaryThe estimate previously published in a CaloriMate summary.Unvalidated source values, unclear sample methods and missing portion or recipe details.

Sources must match the food

Where a calculator uses a food-reference dataset, its page identifies the source and any fixed food records. FoodData Central includes different types of data: analytically derived food information, dietary-survey foods, manufacturer label records and older reference material. A citation to the database is not evidence that every recipe or serving has been measured.

Raw and cooked foods can have different nutrient values per 100 g. A cup, bowl or piece is not converted to grams unless the chosen record supplies a usable weight. A product’s current label may match your packaged food better than a generic reference.

What the calculators do

Portion scaling multiplies a starting value by the amount used. For a reference expressed per 100 g, the calculation is: nutrient amount = reference value × edible grams ÷ 100. For a recipe, ingredient contributions are added and divided by the actual number of portions. Cooking fats and other additions need to be included.

Daily-energy, macro, timeline and activity tools state their own equations, inputs and assumptions on the tool page. Their results are planning estimates, not measurements of your metabolism, a guaranteed weight trajectory or an individual medical prescription. Rounding can change displayed totals.

The website calculators run in the browser. They do not analyse uploaded meal photographs. Photo and text meal analysis is an app feature with its own purchase options and usage allowances.

Archived meal estimates: a separate data quality level

The meal-portion directory preserves numbers from earlier CaloriMate pages. Those pages described their figures as averages from anonymized, aggregated meal logs. The underlying records, selection method, independence of samples, recipe composition and measured serving weights were not supplied for this website review.

We therefore label these as unvalidated archived estimates. A reported count of logs is retained as historical context; it is not a validation sample, proof of precision or a number of unique users. Counts from synonymous entries are not added together because overlap is unknown.

When an old entry used the same name for a different estimate, the source rows remain separate. Nutrient figures have not been silently changed to make the energy and macro totals agree. A zero is a value reported by the original summary, not proof that a nutrient is absent. An original summary date is shown separately from the date its explanation was updated.

Links to USDA or other reference tools do not retrospectively validate those archived figures. Prefer a matching label, a carefully measured recipe or a documented reference record when it is available.

Use AI with the missing details in mind

Meal descriptions and photos may omit oil, sauce, hidden fillings, brand, food density and edible weight. More context can make an estimate more relevant, but an attractive result is not an accuracy study. We do not publish a laboratory accuracy percentage or claim independent testing without a documented test.

Nutrition needs context

A single calorie value or a high-protein label does not establish the quality of an entire eating pattern. The material is educational. Individual needs, allergies, medical conditions and dietary requirements need appropriate personal advice.

Ask about a source or report a correction

Send the page URL, the value you are querying and a relevant source to calorimate.app@gmail.com. You do not need to send private health records to report a content problem. Our editorial standards explain how claims and corrections should be handled.

Sources & methods

  1. USDA FoodData Central documentationExplains the different food-data types and their provenance; not validation of archived CaloriMate logs.

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