TikTok Trend Hunter
Automated TikTok trend detection and opportunity scoring
An AI-powered system that automatically monitors TikTok trends, scores emerging product opportunities, and delivers actionable business intelligence, replacing hours of manual research with automated insights.
The Challenge
Manually tracking TikTok trends is time-consuming and unreliable. Emerging product opportunities get missed before the market catches up. No single tool connects trend detection to actionable business decisions.
Our Solution
An automated system using AI agents (Claude Haiku + Sonnet) to scan TikTok every 4 hours, score emerging trends, classify opportunities, and deliver actionable briefs. All running on a single Hetzner VPS for under $10/month.
Key Features
AI Trend Scanner
Automated browsing and data extraction every 4 hours
Opportunity Scoring
Confidence scores 0-100 with trend classification
Smart Alerts
Telegram notifications for top opportunities daily
Analytics Dashboard
SvelteKit dashboard with filters, charts, pipeline view
Action Briefs
AI-generated content scripts and FBA sourcing plans
Feedback Loop
Tracks prediction accuracy and improves over time
System Architecture
Multi-agent system on a single VPS. Scanner (Haiku, every 4h), Analyzer (Sonnet, 2x/day), Action Brief Generator (Sonnet, on-demand), Performance Tracker (Haiku, daily). All behind Caddy reverse proxy with Tailscale access. PostgreSQL for storage, SvelteKit dashboard for visualization.
Tech Stack
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