Reference

Food tracking glossary

Plain-English definitions of the terms that show up across our reviews and rankings, with links to where each one matters most.

Adaptive coaching
A system that recalculates your calorie and macro targets as your weight and intake change, rather than leaving you on a static number. We score this under nutrition coaching.
AI photo logging
Estimating a meal's calories and macros from a photo using computer vision. Fast but dependent on portion estimation; read how accurate it really is.
Barcode scanning
Logging a packaged food by scanning its barcode, which maps to a specific product. Fast and usually accurate for packaged goods; MyFitnessPal has the broadest barcode library.
Calorie deficit
Eating fewer calories than you expend, which drives weight loss over time. The reliability of a deficit depends on accurate logging — see accuracy.
Energy balance
The relationship between calories consumed and calories expended. Weight change follows the balance over time. Apps reconcile food and exercise to show it.
Macros (macronutrients)
Protein, carbohydrate and fat — the three nutrients that supply calories. Most tracking apps let you set targets for each, not just total calories. See our best macro tracking apps.
MAPE (Mean Absolute Percentage Error)
The metric we use to score accuracy: the average percentage gap between an app's totals and a weighed reference meal. Lower is better.
Micronutrients
Vitamins and minerals your body needs in small amounts. Few apps track these well; Cronometer is the standout, monitoring 80+. We score this under diet analysis.
Net carbs
Total carbohydrate minus fibre (and sometimes sugar alcohols), used by low-carb and keto dieters. Carb Manager is built around net-carb tracking.
Recomposition
Losing fat and gaining muscle at the same time, usually at roughly maintenance calories with high protein and resistance training. Macro tracking apps support this best.
TDEE (Total Daily Energy Expenditure)
The total calories you burn in a day, including movement and exercise. Your deficit or surplus is measured against it. Adaptive apps like MacroFactor estimate your real TDEE from your own data.
Verified database entry
A food entry traced to a trusted source (a manufacturer label or government dataset) rather than crowd-sourced. Verified entries drive accuracy — see why quality beats size.