Technical Deep Dive

The Intelligence Behind Every Trade

GodFin is not one model pretending to know the market. It is a layered decision engine: market structure into feature space, feature space into sequence forecasting, forecasting into sentiment fusion, and all of it gated by risk rules before capital is deployed.

How every trading decision is weighted

🧠 Neural Price Prediction (LSTM) 50%

The AI's directional forecast — is this stock likely to go up or down? The single biggest factor in every decision.

📡 Market Sentiment 30%

What Reddit, financial news, Google Trends, and options flow are saying right now. High positive buzz can boost a signal; strong fear can kill one.

📈 Intraday Momentum 20%

Real-time price action vs. the day's average (VWAP). Helps time entries — even a great thesis should be entered when momentum is moving in the right direction.

Additionally, the AI's prediction confidence acts as a multiplier — a high-confidence signal trades a full position, while an uncertain one trades smaller or not at all.

1. Neural Price Prediction (LSTM) — 50%

Encoder-decoder neural network, trained on 5 years of price history

The AI ingests 5 years of OHLCV data plus 25 technical indicators, then uses a 60-day lookback window to forecast where price is headed next. Raw outputs are de-biased with rolling z-scores so the model doesn't systematically over- or under-predict.

5yr OHLCV
+ Indicators
60-Day Window
Encoder LSTM
Attention
+ Decoder
Direction Score
(de-biased)
2. Market Sentiment — 30%

Reddit, news, Google Trends, and options flow — all in one score

Price doesn't always tell the full story. GodFin monitors social chatter, financial headlines, search interest spikes, and options put/call ratios in real time. A stock with strong bullish buzz gets a boost; widespread fear can kill an otherwise valid signal.

Reddit
WSB + Finance
News
Headlines
Google Trends
+ Options PCR
Composite
Sentiment Score
3. Intraday Momentum — 20%

Real-time price action and volume vs. the day's average

Even a well-timed thesis can lose money if entered at the wrong moment. GodFin checks whether price is currently moving in the right direction relative to the day's volume-weighted average (VWAP), and whether unusual volume is confirming the move.

Live Price
vs. VWAP
Volume
Surge Check
Intraday
Momentum Score
4. Risk Management — Always On

Position sizing, stop-losses, and circuit breakers

Every signal passes through strict risk rules before becoming a trade. Position size scales with conviction and volatility (ATR). Stop-loss and take-profit levels are set automatically. If daily losses hit -10%, the system stops trading for the rest of the day.

Combined
Score
ATR-Based
Position Size
Stop-Loss
+ Take-Profit
Circuit
Breaker

Why the weighting is designed this way

The neural model carries the most weight because it's the only signal that directly processes price history and forecasts direction. Sentiment matters but can be noisy — extreme buzz doesn't always mean a good trade. Intraday momentum is last because it's a timing refinement, not a primary edge. Confidence is a hidden multiplier that scales everything down when the AI is uncertain.

  • 50% Neural Prediction (LSTM): Is the price predicted to go up or down over the next 1–5 days, based on 5 years of learned patterns?
  • 30% Market Sentiment: Are people talking bullish or bearish? What is the options market implying? Is Google search interest spiking?
  • 20% Intraday Momentum: Is the price currently moving in the right direction vs. today's volume-weighted average? Is there unusual volume?
  • × Confidence multiplier: How certain is the AI? A low-confidence prediction trades smaller or not at all — this prevents the system from doubling down when it doesn't know.
Honest Disclaimer

What this system is, and what it is not

Markets are adversarial, noisy, and regime-dependent. LSTMs drift. Sentiment feeds are messy. Execution assumptions break in live conditions. GodFin tries to reduce those failures with de-biasing, uncertainty scoring, and hard risk controls, but none of that turns trading into certainty.

This product should be read as a decision-support engine, not a machine that can print risk-free returns. Demo performance is not live performance. Backtests are not guarantees. Nothing on this page is financial advice.