AI Virality Scoring Engine: Channel Intelligence Extraction & Trend Harvesting

This workflow demonstrates how to combine trend harvesting, channel intelligence, and AI scoring to select the best daily content ideas for short-form videos (YouTube Shorts / TikTok).

It is designed for creators who want data-driven content ideas instead of guessing what to post.

🧠 What This Workflow Does

Every day, the workflow:

1. Collects trending topics from multiple RSS news feeds and Reddit hot posts
2. Merges and cleans the trend data
3. Loads stored YouTube channel profile and past video performance stats
4. Uses AI to score each trend against what historically performs best on the channel
5. Selects the Top 3 video ideas with the highest viral potential
6. Outputs structured ideas ready to be turned into short videos

This is not a simple RSS → AI workflow.
The AI makes decisions based on your channel’s historical performance patterns.

📊 Why This Is Different

Most trend workflows only summarize news.

This workflow:

• Learns what your audience likes
• Understands your niche and title patterns
• Compares trends against past high-performing videos
• Produces ideas aligned with your proven content style

🧩 Main Sections

1) Channel Intelligence (Data Store)

Stores:

• Channel description and keywords
• Past video titles and performance metrics
• Send this dataset to AI for pattern extraction.

This data is later used by AI for scoring relevance.

2) Trend Harvesting

• 30+ RSS feeds
• 50 Reddit hot posts
• Merged into a single trend stream

3) AI Virality Scoring

AI evaluates each trend using:

• Channel niche
• Title patterns
• Audience interest signals
• Past performance data

4) Daily Top 3 Selector

Returns the three best content ideas for short-form video creation.

🤖 AI Role

The AI does not summarize content.
It acts as a content strategist trained on your channel history.

🛠 Requirements

You will need:

• OpenAI (or compatible) credentials
• RSS feeds of your choice
• Reddit node configured
• A Data Store node to save channel stats

🎯 Use Cases

• YouTube Shorts idea generation
• TikTok content planning
• Faceless AI video channels
• Data-driven content strategy
• Creator automation workflows

✅ What You Get

A repeatable system that turns daily internet trends into channel-specific viral video ideas.