Grio Get the app

Meal logging

Meal Photo Logging Checklist and Note Builder

Turn the details visible around a meal photo into a concise, editable note. No image upload or photo analysis.

Photo context checklist

Add what the photo cannot show

No photo upload or image analysis

This tool never asks for your photo.

Describe only the details you want in the note. Everything stays in this browser tab and is cleared when you leave.

Method

A photo is a cue, not the whole meal

The checklist asks for details that are often hard to infer from appearance alone: amount, oils or sauces, drinks, toppings, and whether part of the meal was left or shared.

Only the food description is required. Blank optional fields disappear from the generated note, which is assembled as plain text in your browser.

Limits

This tool does not analyze nutrition

There is no photo upload, computer vision, calorie estimate, nutrient estimate, diagnosis, or scoring. The note contains only what you type.

Even AI image-based dietary methods can struggle with hidden ingredients, portion size, and incomplete views. A systematic review found performance varied by food type, image conditions, reference method, and task.

Treat the note as memory support. Correct it whenever the description does not match what you actually ate.

From a checklist to an ongoing record

Log the photo and correct the details in conversation

Grio can estimate nutrition from a meal photo and lets you reply to correct the foods or amounts. This browser tool does no analysis; it helps you prepare the context worth adding.

View Grio on the App Store

Sources and review notes

Content reviewed August 28, 2026

  1. AI-based digital image dietary assessment methods compared to humans and ground truth—a systematic review Annals of Medicine (2023) · accessed August 28, 2026

Get started with Grio

Scan the QR code with your iPhone to download Grio.

QR code for Grio on the App Store