TikTok Shop Viral Product Finder & AI Analyzer

Discover winning products before they go viral. This AI-powered Actor doesn't just scrape data—it analyzes, scores, and tells you exactly why a product is trending and how to market it.

What it does

1. Scrapes trending products from TikTok Shop by category
2. Analyzes each product using AI (reviews, sales velocity, sentiment)
3. Scores virality potential (0-100) based on multiple factors
4. Generates actionable marketing insights

Output for each product

Field	Description
virality_score	0-100 score predicting viral potential
why_winning	AI explanation of why this product is trending
problem_solved	The pain point this product addresses
emotional_triggers	Emotions found in reviews (gift, convenience, etc.)
marketing_angles	Suggested angles for ads and content
ad_hooks	Ready-to-use hooks for TikTok/video ads
quality_flags	Potential issues to watch out for
target_audience	Ideal customer profile

Use cases

• Dropshippers: Find products with proven demand before saturation
• E-commerce sellers: Validate product ideas with data
• Content creators: Discover trending products for affiliate content
• Brand owners: Monitor competitor products and trends

Example output

{
  "product_title": "Portable Blender USB Rechargeable",
  "virality_score": 88,
  "price": 24.99,
  "sales_count": 15420,
  "why_winning": "High sales velocity combined with enthusiastic reviews highlighting convenience. The portable design solves modern lifestyle needs.",
  "marketing_angles": ["Promote as must-have for gym-goers", "Highlight battery life in demos"],
  "ad_hooks": ["POV: You finally found a blender that fits in your bag", "Stop buying $8 smoothies"]
}

Configuration

Input	Description	Default
category	Product category to analyze	Kitchen Gadgets
maxProducts	Number of products (1-50)	10
aiProvider	AI provider (openrouter, anthropic, openai)	openrouter
openrouterApiKey	Your OpenRouter API key	-
minSalesCount	Minimum sales threshold	100

Pricing

This Actor uses Pay-per-Event pricing. You pay per product analyzed, not a monthly fee. Try it with a few products first to see the value.

Getting started

1. Get a free API key from OpenRouter
2. Set your openrouterApiKey in the input
3. Choose a category and run!

Support

Questions? Issues? Open an issue on GitHub