Find Quotes

Overview

Find Quotes is a quote discovery platform that helps users find the perfect quote through emotion tags, artist filtering, and exact text matching. It includes a custom image generator to create shareable quote graphics.

The Problem

The initial version used RAG (Retrieval-Augmented Generation) with in-memory embedding models for semantic search. While powerful, it consumed excessive resources since everything ran in-memory without external embedding services. Without real users, the infrastructure costs couldn't be justified.

The Solution

Rebuilt as a lean Next.js application deployed on Vercel:

File-based Storage: Quotes stored in static files for zero database overhead
Multiple Search Methods: Emotion tags, artist filtering, and exact text matching
Image Creation: Custom quote graphics with 6 template options
Serverless Architecture: Pay-per-use model that scales with actual usage

Key Features

Search & Discovery

Emotion Tags: Find quotes by mood (inspirational, melancholic, motivational, etc.)
Artist Filter: Browse quotes from specific authors
Text Search: Exact string matching for finding specific phrases

Image Generator

6 Template Options: Choose from different visual styles
Quote Placement: Position text on images for optimal readability
Download: Export custom quote images for sharing

Technical Highlights

Frontend: Next.js for fast, SEO-friendly rendering
Deployment: Vercel for serverless hosting
Design: Lightweight, cost-effective architecture

Current State

The app is live and functional at find-quotes.com with a curated collection of example quotes. The focus is on getting users first before investing in advanced features.