Bathroom Finder – Real-Time Community Map

Project Summary

A Manhattan-focused real-time restroom mapping app allowing users to discover, update, and comment on bathroom availability and accessibility.

Inspired by dynamic data systems similar to Waymo, the platform integrates community-sourced updates with AI-assisted moderation.

Developed leveraging Claude Code, Lovable, and ChatGPT to accelerate prototyping and iteration cycles.

Workflow & Project Approach

Problem

Public restroom information lacked reliability, accessibility visibility, and real-time updates.

Execution

Core Features:

• Interactive geolocation-based map

• Accessibility filters (ADA, hours, key required)

• Comment sections with live updates

• AI-assisted moderation

• Data validation logic for real-time updates

AI Usage:

• Rapid UI prototyping

• Data schema refinement

• Content moderation assistance

Impact

• Validated community-powered urban infrastructure model

• Demonstrated AI-assisted product build workflow

• Positioned for scalable city expansion