Gemini API Key: Get a free key at aistudio.google.com

Understand Your Child's Cognitive Growth

Upload a video of your child playing or interacting with a caregiver. Get insights into what developmental behaviors are happening and what they mean for your child's cognitive development — from motor milestones that build problem-solving skills to caregiver interactions that spark language growth.

Video
Paste any YouTube link
Smart
Intelligent observations
Safe
Observable behaviors only

How It Works

1

Paste a YouTube URL

Enter the link to any caregiver-child interaction video

2

We Watch & Observe

The tool looks for movement, caregiver engagement, safety, and learning moments

3

Get Developmental Insights

Understand what behaviors mean for cognitive growth, plus tips to support your child

Analyze Video

Video Input

Advanced: Human-Coded Labels

Optional. Enter human-coded labels for AI vs. human comparison.

Video Preview

Enter a YouTube URL to preview

What We Noticed

At a Glance

Details

What This Means for Development

Things to Note

Analysis History

About This Project

Research Foundation

This project is inspired by recent advances in using AI to analyze caregiver-child interactions from video. In particular, the HARMONI framework published in Science Advances (2024) demonstrated that AI-powered 3D analysis of observational videos can capture meaningful patterns in how caregivers and children interact — patterns that relate to developmental outcomes.

Research shows that the way a child moves, explores, and interacts with their caregiver provides important signals about cognitive development. Motor milestones like reaching, grasping, and crawling are not just physical achievements — they reflect and support the growth of problem-solving, spatial reasoning, and social cognition. Similarly, the quality of caregiver engagement (responsiveness, scaffolding, verbal interaction) has been shown to directly influence language development and executive function.

DevWatch brings these research insights to parents by using Google Gemini's multimodal AI to actually watch and analyze video of caregiver-child interactions, then translating what it observes into plain-language developmental insights.

Key Reference

Zamfirescu-Pereira et al. (2024). "Artificial intelligence–powered 3D analysis of video-based caregiver-child interactions." Science Advances, 10. doi:10.1126/sciadv.adp4422

What This Tool Does

DevWatch uses AI to actually watch a video of a child interacting with a caregiver and gives you a detailed summary of what it observes and what it means for your child's development. It looks at four key areas:

Movement & Motor Skills

Is your child reaching, crawling, grasping, walking, or hitting other movement milestones?

Caregiver Engagement

How is the adult interacting? Are they talking, holding, playing, or encouraging the child?

Safety Awareness

Are there any visible safety concerns in the environment or interaction?

Learning Support

Is the caregiver helping the child learn something new, like guiding them through a task?

This tool provides observations only — it does not diagnose or replace professional guidance. Always consult a pediatrician for developmental concerns.

Team

William & Mary MSBA · AI Class · Spring 2026

Connor Kolarov, Zoe Zung, Julia Levy, Trey McDonald

Connor Kolarov

Connor Kolarov

cdkolarov@wm.edu

Zoe Zung

Zoe Zung

zzung@wm.edu

Julia Levy

Julia Levy

jdlevy@wm.edu

Trey McDonald

Trey McDonald

fmcdonald@wm.edu