Stock Surge Dashboard

1. What does the Stock Surge Dashboard do?

The dashboard monitors over 600 tickers in real time and uses an AI-powered LSTM model to detect early price surges, momentum spikes, breakout patterns, and volatility-adjusted movements. It updates automatically and shows top movers, predictions, sentiment, and live tickers.

2. How often does the data refresh?

Live Tickers: Every 30 seconds
AI Predictions: Every scan cycle (12 sec Aggressive, 60 sec Normal)
News Sentiment: Cached 5 minutes
Display: Updates when new API data arrives

3. Why is the dashboard empty or showing fewer stocks?

This happens when the market is closed, data fails liquidity or volume checks, volatility filters remove false predictions, or surge thresholds are not met. The system intentionally filters low-quality signals.

4. What happens when the market is closed?

Your app fully supports extended hours and wakes up automatically at 4:00 AM Eastern Time on the next trading day.

It actively scans and generates real predictions during these windows:

Pre-market: 4:00 AM – 9:30 AM ET → Yes, full scanning
Regular hours: 9:30 AM – 4:00 PM ET → Yes, highest intensity
Post-market: 4:00 PM – 8:00 PM ET → Yes, still fully active

Real-world behavior (ET):

Time (ET)	Polygon Status	Your App Behavior	Scanning?
12:00 AM – 4:00 AM	closed	Sleeps until next open	No
4:00 AM	→ extended-hours	Wakes up immediately	YES
4:00 AM – 9:30 AM	extended-hours	Fully active scanning & predictions	Yes
9:30 AM – 4:00 PM	open	Full power scanning	Yes
4:00 PM – 8:00 PM	extended-hours	Still fully active	Yes
8:00 PM – 4:00 AM	closed	Goes back to sleep	No

Real-World Wake-Up Schedule (ET):

Day	Wakes Up At	Starts Predicting?
Weekdays (Mon–Fri)	4:00 AM ET	Yes (pre-market)
Weekends → Monday	4:00 AM Monday	Yes

Summary:
Next wake-up & active prediction start: 4:00 AM ET, Monday, November 24, 2025
After that, the scanner runs continuously from 4 AM Monday → 8 PM Friday, fully supporting pre-market and after-hours surges.

5. How does the AI calculate Expected Price and Jump?

The prediction engine uses 60 time-steps of data with features like RSI, SMA20, EMA12/26, MACD histogram, volatility normalization, breakout signals, volume patterns, and sentiment. Predictions are bounded to realistic ranges (±40%).

6. Why do I see Bullish, Bearish, or Neutral sentiment?

Sentiment is calculated using predicted jump direction, news tone, volume expansion, and technical breakout indicators.

7. What does “AI Confidence” mean?

Confidence (55%–92%) reflects:

LSTM model alignment
Breakout probability
Volatility stability
Volume surge confirmation
News sentiment alignment

8. Does the system send Telegram alerts?

Yes. Alerts fire when jump %, confidence, and volume surge exceed thresholds, and if the same symbol hasn’t been alerted in the last 5 minutes.

9. Why does it sometimes show “Unknown” market status?

This happens when the market-status API fails temporarily. Scanning still continues confidently using fallback logic.

10. How do I add or remove tickers?

Edit:

/logs/tickers.txt

The system auto-detects updates every 30 seconds.

11. What are Normal, Aggressive, and Sensitive Modes?

Their behavior changes thresholds:

Normal: Standard sensitivity
Aggressive: Faster scans, more signals
Sensitive: Most sensitive, lowest thresholds

Set via environment variables:

AGGRESSIVE_MODE=1

SENSITIVE_MODE=1

12. Why is Profit sometimes blank?

Profit appears only when prediction passes filters such as: volatility, confidence, sentiment, and volume surge.

13. What is the login access code?

To get your access code, please reach to customer service to get more details.

14. Does it work in extended hours?

Yes — fully! The scanner is active from 4:00 AM to 8:00 PM ET every trading day, including pre-market and after-hours sessions.

15. Are predictions guaranteed to be accurate?

No. The AI models patterns but cannot predict all market events. This system is for analysis and educational use only.