digital odor analysis platform

Frontend (UI/UX)

Mobile: Flutter or React Native

Web: React.js (dashboard + store panel)

Modern, fast, lightweight design

Creative UI/UX design aligned with the screens shown in the prototype

✅ Backend

Node.js + Express or Python (FastAPI / Django)

Python preferred for data analysis and AI engine

API-based architecture

Secure user authentication based on JWT or OAuth2

✅ AI / Recommendation Engine

Model that matches user preferences with notes and generates scores

Dynamic updating of the "similarity matrix" between notes

Preference profile → product recommendation model

Algorithm that analyzes drag tests on the current screen prototype

✅ Database

PostgreSQL or MongoDB

Scalable infrastructure for brand and store product integrations

Optimized indexing for high read speeds

✅ Other Requirements

Data for the dashboard Visualization (Graphics)

Modular structure suitable for multi-brand use

Multi-language support (EN/TR)

Security: rate limiting, SSL, basic encryption policies

Backup and logging infrastructure