Trend Analyzer — Social Threat Intelligence
Codebase
Tech Stack
“Saved us at least 10 hours of dev work. The setup guide was incredibly detailed.”
— Verified Buyer
Trend Analyzer — Social Threat Intelligence
A full-stack social media threat intelligence platform that combines real-time trend visualization with automated hate speech detection and coordinated campaign monitoring. Built on Next.js with Convex as the real-time backend, the system continuously ingests Twitter/X data streams, runs NLP-powered sentiment and toxicity classification, and renders interactive geo heatmaps showing the geographic spread of harmful narratives. The AI analysis engine detects coordinated inauthentic behavior patterns — bot clusters, astroturfing campaigns, and brigading — and generates automated threat reports. Features Clerk-authenticated dashboards with role-based access, automated scanning schedules, trend anomaly detection using statistical process control, and webhook alerts for escalation to moderation teams.
What's Included
- Full Source Code
- Architecture & Data Flow Documentation
- Convex Schema & Migration Guide
- NLP Model Setup Guide
- Deployment Guide
Features
- Real-time Twitter/X data ingestion with continuous stream processing
- NLP-powered sentiment analysis & toxicity classification pipeline
- Interactive geo heatmaps for harmful narrative geographic spread
- Coordinated inauthentic behavior detection (bot clusters, astroturfing)
- Statistical anomaly detection for trend deviation alerts
- Clerk-authenticated dashboards with role-based access & webhook escalation
Apps Integrated
Setup Time
50 min
License
commercial