Important: Sentiment scores are real-time estimates and can change between runs due to new posts/news appearing and the dynamic nature of AI analysis. Use as one directional signal only — not financial advice. Combine with your own research.

Research note: Empirical studies show that real-time social media sentiment (like from X) has a statistically significant but mostly short-term link to stock returns (typically intraday to 1–3 days ahead, strongest within hours to 2 days)—positive scores often signal near-term upside momentum, while strongly negative scores tend to predict sharper downside pressure or volatility.