Nutrition intelligence

Meal photos, AI meal reading, and one complete food history

Product flow for uploading meal photos from daycare and home, identifying what is on the plate, linking it to child nutrition goals and family-shared lab context, and keeping a full audit trail.

Daycare + home nutrition
Records logged 1
OpenAI reads 0
Home meals 0
Plate reviews 1
Meal uploads

Post food photos from daycare and home

Daycare · Leo Martinez 09:26

Yogurt, banana, crackers, and water.

Staff · Nutrition reviewed · Fallback report
AI meal read

What the AI believes is on the plate

Latest AI report

Leo Martinez

Local fallback analysis · No photo moderation
Child

Leo Martinez

Source: Daycare
Detected foods

Yogurt, banana, crackers, and water

4 primary items captured
Balance view

Protein, Fruit, Carb

Auto-generated from note keywords
Care note

Review with staff before sending to families.

Human review recommended
Clinical guardrail

This feature should support care decisions and parent history, not act as diagnosis or medical treatment advice.

Diet balance

Balanced diet view across daycare and home

Source balance

1 daycare / 0 home

Keep family and center entries clearly separated in the timeline.
Current child

Leo Martinez

Nutrition review is scoped to the selected child profile.
Review mode

Nutrition reviewed

AI output stays human-reviewed before it is used in parent communication.
Exam-linked review

Family-shared lab context

Shared family note

Active morning and strong social play. Needs a quick care reset before the next transition.

Context stays family-labeled and review only.
Sleep-linked context

12:15-12:45

Useful for interpreting appetite swings after short sleep.
Comfort pattern

Water cup

Can help explain rushed or slower meals during transitions.
Nutrition review desk

Score the plate and add professional comments

Reviewed plates

Latest comments attached to food history

Needs follow-up · Leo Martinez

Monitor repeated refusal of vegetables and compare with home entries.

Nutrition desk · 18:04 · Yogurt, banana, crackers, and water.
Food history

One continuous nutrition timeline

09:26
Leo Martinez

Daycare · Yogurt, banana, crackers, and water.

Policy and audit

How this should be handled safely

  • Meal-photo AI should support staff and parents, not replace dietitian or pediatric review.
  • Exam-linked insights must stay review-only and should never be presented as diagnosis.
  • Home and daycare meal records should remain clearly labeled so families can audit the full day.
  • Parents should control whether lab results are shared with the daycare team.
Open the parent feed