🤖 AI🔒 Protected
AI Signal Detector
NixPulse's core AI engine that analyzes 20+ technical factors simultaneously to generate STRONG BUY / BUY / NO TRADE / SELL / STRONG SELL signals with a confidence score.
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📈 Backtest Results
68.5%
Win Rate
1.84×
Profit Factor
11.2%
Max Drawdown
3240
Total Trades
Equity Curve
Live Demo — AI Signal Detector applied to NIFTY 50 (illustrative)
PriceEMA(9)EMA(21)SMA(20)
What is the AI Signal Detector?
The AI Signal Detector is NixPulse's core intelligence engine. It processes 20+ technical factors in real-time for every stock in the F&O universe and outputs a signal with a confidence score:
| Signal | Meaning | Confidence Threshold |
|---|---|---|
| STRONG BUY | High conviction bullish | > 75% |
| BUY | Moderate bullish bias | 56–75% |
| NO TRADE | Neutral / conflicting | 44–56% |
| SELL | Moderate bearish bias | 25–44% |
| STRONG SELL | High conviction bearish | < 25% |
Input Features (20+)
The model analyzes:
- Momentum: RSI(14), MACD histogram, Rate of Change
- Trend: EMA 9/21/50 alignment, Supertrend direction, ADX strength
- Volatility: ATR regime, Bollinger Band %B, Historical Volatility percentile
- Volume: Volume spike, OBV trend, RVOL (relative volume)
- Price Structure: Near 52-week high/low, Breakout detection, Support/Resistance proximity
- Market Context: Nifty 50 trend, Sector momentum, VIX level
Model Architecture
Input Layer: 24 features (normalized)
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Feature Engineering: Rolling windows + interaction terms
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Gradient Boosting Classifier (XGBoost)
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Calibrated Probability Output (Platt Scaling)
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Signal Classification + Confidence ScoreConfidence Score
The confidence score (0–100) reflects how strongly the model supports its signal. A Strong Buy at 88% confidence is far more actionable than a Buy at 57%.
Recommended minimum: Only trade signals with confidence > 65%
Integration with NixPulse
- Screener: Filter by signal type across the full F&O universe
- Watchlist: Signal badge shown next to each stock
- Charts: Signal arrows displayed on the price chart
- Alerts: Get notified when a signal changes or confidence crosses your threshold
Risk Disclosure
Past backtested performance does not guarantee future results. The model is retrained monthly on new data. During extreme market events (circuit breakers, major macro shocks), model accuracy may degrade.