App Idea Miner

Creator2025

●LIVE★FEATURED

Overview

AI-powered opportunity detection platform that collects, clusters, and analyzes "I wish there was an app..." posts. HDBSCAN clustering, sentiment analysis, and real-time monitoring.

Challenge

Validating app ideas requires expensive market research. Real user needs are scattered across forums, social media, and reviews.

Solution

Built intelligent ingestion pipeline with deduplication, NLP-powered idea extraction, VADER sentiment analysis, and HDBSCAN clustering. FastAPI backend with 21+ endpoints, React dashboard with analytics.

Impact

Clusters similar ideas automatically with evidence links. 3.5x performance boost via Redis caching. Security hardened with WCAG 2.2 compliant frontend.

System Architecture

Open Live Site

app-idea-miner.vercel.app

Tech Stack

PythonFastAPIReactHDBSCANNLPRedisPostgreSQL

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INITIALIZING HYPERDRIVE