How meal photo analysis works
Cute Meals estimates the dish, visible components and likely ingredients from a meal photo. Review the result and portion before confirming the estimated nutrition values. Photo analysis is not an exact measurement.
From a photo to a meal record
Start with a meal photo in the mobile app. Review the suggested dish and ingredient list, correct missing or mistaken ingredients, and check the meal type and portion.
The app shows estimated nutrition before confirmation. An analysis is not saved as a meal without your approval, so you can correct the visual estimate using what you know about the food.
What can a photo miss?
Sauces, oils, flour and hidden ingredients may not be visible. A photo also cannot establish precise ingredient weights, changes during cooking or the portion actually eaten.
Confidence information does not mean all ingredients were identified correctly or that a dish is safe for your child. Do not rely on image analysis to detect allergens; check the recipe and product labels.
How to interpret nutrition estimates
Estimates depend on the identified ingredients and portion assumptions. Changing ingredients or amounts changes the result. A photo cannot provide laboratory-grade calorie, vitamin or mineral measurements.
Cute Meals uses reference sources such as USDA FoodData Central for ingredient food composition in recipe calculations. Using these sources does not make visual analysis error-free or imply institutional endorsement.
Photos and child data
Before uploading a photo, review the privacy policy’s explanation of photo and AI processing. Find account deletion, child-profile deletion and data rights information through the privacy center.
Cute Meals photo analysis is not a diagnostic or treatment tool. Use its results as estimates to review when recording everyday meals.