Overview
Social Pulse brings real-world social media discussion into your argument analysis. It automatically searches X (Twitter) for conversations related to your topic, then uses AI to summarize the public sentiment and key discussion points.Think of it as getting a “Grok-style” summary of what people are actually saying about your topic on social media, complementing the structured academic analysis.
How It Works
Query Generation
When you analyze a topic, the system generates a concise 2-4 word search query from your input
Engagement Sorting
Tweets are sorted by engagement metrics (likes, retweets, replies) to surface the most impactful conversations
The Social Pulse Summary
The AI-generated summary captures:Public Sentiment
Overall emotional tone of the discussion (supportive, critical, mixed, curious)
Key Discussion Points
Main themes and topics people are talking about
Emerging Themes
New angles or perspectives surfacing in social conversation
Community Concerns
Specific worries, questions, or interests being voiced
Example Summary
Tweet Display
The Social Pulse panel shows up to 5 top tweets, each displayed as a richTweetCard:
Tweet Card Components
Visual Layout
Author Information
Author Information
Tweet Content
Tweet Content
- Full tweet text
- Properly formatted with line breaks
- Links and hashtags preserved
Engagement Metrics
Engagement Metrics
- Reply count (💬)
- Retweet count (🔁)
- Like count (❤️)
- Timestamp
Social Pulse Panel
The Social Pulse appears as a slide-in panel on the right side of the analysis view:Panel Features
Panel Behavior
The panel is non-intrusive - it slides away when you need more space for the main visualization, and slides back when you want social context.
Engagement Sorting
Tweets are intelligently ranked to show the most impactful conversations:Sorting Algorithm
Why Like Count?
Signal Quality
Likes indicate agreement or value, filtering out noise
Representative Voices
High-engagement tweets represent broader community sentiment
Diverse Perspectives
Popular tweets often come from different viewpoints
Conversation Starters
Well-liked tweets tend to spark meaningful discussion
Graceful Fallback
Social Pulse is designed to never break your analysis:No Tweets Available
When no relevant tweets are found, you’ll see a friendly message:- “X seems shy right now. Check back soon!”
- “The feed’s taking a quick power nap.”
- “No trending tweets at the moment — maybe it’s a Zen hour.”
- “Looks like a quiet moment on the timeline. Enjoy the calm!”
- “The digital town square is empty. Let’s start a conversation!”
Error Handling
If Twitter search fails, the main analysis continues unaffected:AI Summary Generation
ThesocialPulsePrompt analyzes tweet content with specific instructions:
Prompt Guidelines
Neutral Tone
Neutral Tone
Summaries must be objective and balanced, avoiding bias toward any particular viewpoint
Theme Identification
Theme Identification
Extract main themes and patterns from the collection of tweets
Sentiment Capture
Sentiment Capture
Describe the overall emotional tone without exaggeration
Grok Style
Grok Style
Write in a conversational yet informative style similar to X’s Grok feature
Summary Process
Use Cases
Trend Analysis
Trend Analysis
Understand how public opinion on a topic is evolving in real-time social media conversations
Ground Academic Analysis
Ground Academic Analysis
Connect formal argument structures to how real people discuss the topic
Identify Concerns
Identify Concerns
Discover practical concerns and questions people have that may not appear in formal sources
Gauge Sentiment
Gauge Sentiment
Get a quick read on whether public sentiment leans positive, negative, or mixed
Find Voices
Find Voices
Discover influential voices and thought leaders in the conversation
Privacy & Transparency
Public Data Only
Only publicly available tweets are fetched - no private information
Attribution
All tweets show original authors with links to source
AI Disclaimer
Summary includes note that AI can make mistakes and outputs should be verified
No Tracking
No user data is collected or stored from social media
Disclaimer Text
The disclaimer appears directly below the Social Pulse summary, ensuring users understand the AI-generated nature of the content.
Integration with Main Analysis
Social Pulse complements the structured argument analysis:| Feature | Main Analysis | Social Pulse |
|---|---|---|
| Source | Academic, news, official | Social media, public opinion |
| Tone | Formal, structured | Casual, conversational |
| Format | Hierarchical arguments | Narrative summary + tweets |
| Purpose | Logical deconstruction | Sentiment & themes |
| Verification | Source URLs + quotes | Tweet links + metrics |
Complementary Insights
Best Practices
Verify Claims
Social media reflects opinion, not fact - verify important claims
Consider Bias
Twitter demographics may not represent general population
Check Timestamps
Social sentiment can change rapidly - note when tweets were posted
Follow Links
Click through to original tweets for full context
What’s Next?
Explore other analysis features:Argument Analysis
Understand how the AI deconstructs topics into structured arguments
Visual Mapping
Explore interactive tree visualizations of arguments
Fallacy Detection
Identify logical errors in reasoning