Nestmate AI Platform

AI roommate matching system

Client Type / Industry

Consumer platform / housing

Challenge

Reduce failed matches and improve trust for shared housing.

Solution

Compatibility scoring with explainable attributes and in‑app messaging, backed by clear onboarding and safety rules.

System Architecture

User Interface

Profile Builder

Preferences & lifestyle questionnaire

Messaging

Secure in-app conversations

Intelligence Layer

Match Engine

AI compatibility scoring

Moderation

Reporting & safety flows

Notifications

Real-time match alerts

Data Layer

User Profiles

Preferences, verification, history

Match Records

Compatibility scores & interactions

Technologies

Base44ReactAI/LLMNotifications

Integrations

Push NotificationsEmail AlertsVerification API

Key Features

  • Explainable compatibility logic
  • Secure messaging
  • Onboarding and verification

Results / Impact

Higher‑quality matches and safer user interactions.

Technologies Used

Base44, React, notifications

Project Duration

8 weeks

Strategic Insight

Transparent matching criteria improves trust and adoption in AI‑driven marketplaces.