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AI CRM Platform2026Lead Full-Stack Developer

Preferra

CRM for gift preferences and smarter gift suggestions.

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Overview

Preferra is a CRM for making gift selection easier for friends, partners, and family. It stores preferences per person, keeps gift history in one place, and uses AI suggestions to help surface relevant ideas faster.

The Problem

Picking gifts usually meant relying on memory, scattered notes, and repeated purchases that felt generic or duplicated.

The Solution

I built a Next.js and NestJS platform backed by PostgreSQL on AWS EC2 that keeps per-person preference profiles, gift history, and premium AI suggestions in one system.

Technologies Used

  • Next.js
  • NestJS
  • TypeScript
  • PostgreSQL
  • AWS EC2
  • Docker

Key Features

  • Per-person profiles

    Store preferences, interests, and important dates for each friend or family member.

  • Gift history

    Keep a timeline of past gifts to avoid repeats and make future choices easier.

  • AI suggester

    Generate relevant gift ideas based on preferences, history, and relationship context.

  • Premium subscription

    Monetized access to advanced suggestions and planning features.

Architecture Overview

Preferra uses a Next.js frontend with a NestJS API, PostgreSQL for structured relationship and gift data, and AWS EC2 for deployment. Docker keeps environments consistent across development and production.

Development Challenges

  • Preference modeling

    The core challenge was making gift data flexible enough for different relationships without becoming messy.

  • Suggestion relevance

    AI output had to stay useful, so suggestions were grounded in stored preferences and prior gift history.

Results & Outcomes

solo backend ownership
100%

solo backend ownership

gift suggestion layer
AI

gift suggestion layer

production deployment
AWS EC2

production deployment

Interested in working together?

I'm available for select full-stack and SaaS projects. Let's talk about what you're building.