Workflow Process Overview:

1. Topic Search & Filtering: Automatically queries Reddit for specified topics and filters posts by engagement metrics to identify truly trending content

2. Sentiment Analysis: Extracts top 30 comments and uses Anthropic AI to analyze public sentiment, dominant narratives, and audience insights

3. Content Extraction: Pulls article content from original sources and identifies core story elements and viral factors

4. Strategy Generation: Combines sentiment and content analysis to produce first-mover opportunities, trend amplifiers, and strategic recommendations

5. Report Distribution: Compiles findings into comprehensive reports, uploads to Google Drive, and notifies team via Mattermost