Active
2025

DropIntel

Reddit knowledge extractor for ecommerce research

Overview

DropIntel mines targeted subreddits for pain points and product signals, then aggregates insights into structured research briefs for ecommerce product development.

Problem

Manual Reddit research is time-consuming and inconsistent. Finding genuine pain points and product opportunities across hundreds of threads requires hours of reading and note-taking.

Solution

  • Targeted Scraping: Monitor specific subreddits for product-related discussions
  • Pain Point Extraction: AI identifies genuine problems and frustrations
  • Signal Aggregation: Cluster similar pain points for trend analysis
  • Research Briefs: Auto-generated reports with sourcing recommendations

Tech Stack

  • Scraping: Reddit API + custom crawlers
  • Database: PostgreSQL for storage and analysis
  • AI/NLP: OpenAI for sentiment and extraction
  • Embeddings: Cluster similar discussions for patterns

Impact

  • 10x Research Speed: Days → hours for comprehensive category analysis
  • Data-Driven Sourcing: Evidence-based product decisions
  • Trend Detection: Early identification of emerging needs

Features

  • Configurable subreddit targeting
  • Pain point sentiment scoring
  • Export to CSV/PDF for sharing
  • Historical trend tracking
  • Integration with EcomRadar for complete research pipeline

Tech Stack

Python
PostgreSQL
OpenAI
Reddit API