Sentiment Compass

Sentiment Compass tracks and predicts public sentiment for leading AI platforms—ChatGPT, Gemini, and Grok—using social media data analysis.

The dashboard provides real-time sentiment metrics, historical trend analysis from mid-2025, and machine learning predictions through 2026. It reveals a tightly competitive market where all three platforms cluster within 0.5% of each other in positive sentiment, making even small improvements critical to market position.

Key Features

• Live sentiment breakdown (positive / negative / neutral) for each platform
  
• Monthly trend tracking showing performance evolution over time
  
• Predictive modeling forecasting 2026 sentiment trajectories
  
• Competitive intelligence highlighting gaps and opportunities
  
• Strategic recommendations based on historical performance patterns
  
• Geographic sentiment mapping showing regional variations
  

Who It’s For

Built for product teams, marketers, and executives who need to:

• Understand AI platform perception
  
• Track competitive positioning
  
• Make data-driven strategic decisions
  

Key Insights

• Gemini is leading with upward momentum (+0.5% trend)
  
• ChatGPT remains stable but is facing increasing competitive pressure
  
• Grok is declining overall, but high volatility presents potential opportunity
  

Built With

• hex
• machine-learning
• python