Financial TechnologyDEEP LEARNINGlive2023

PredictoAI

AI-powered stock market forecasting platform using deep learning and options market data to predict stock movements up to 15 days in advance with automated trading integration.

PredictoAI combines deep learning time-series models with options market sentiment signals to forecast stock price movements up to 15 days in advance. The platform ingests live ticker data, earnings calendars, and options chain volumes, then surfaces buy/sell signals with probability scores directly in a React dashboard. Traders can connect their Alpaca brokerage account and automate order execution based on model triggers.

Retail traders lack access to the quantitative tooling used by hedge funds. They spend hours manually reading charts, news, and options flows—information that institutional desks process algorithmically in milliseconds—and still make lower-confidence decisions with no systematic risk management framework.

Temporal Sequence Modeling

LSTM and Transformer-based models trained on 10 years of OHLCV data, earnings surprises, and macroeconomic indicators to learn multi-horizon price dynamics.

Options Flow Signal Engine

Real-time options chain analysis detects unusual put/call imbalances and large block trades to surface institutional positioning signals that precede major price moves.

  1. 01.

    Generates directional forecasts with confidence scores for any NYSE or NASDAQ ticker up to 15 days ahead.

  2. 02.

    Surfaces unusual options flow and sentiment alerts that precede institutional-driven price movements.

  3. 03.

    Executes automated buy/sell orders through the Alpaca API when model signals cross user-defined confidence thresholds.

87%

Confidence Accuracy

Directional accuracy over 6-month live validation period.

15 Days

Forecast Horizon

Multi-horizon prediction with daily granularity.

3hrs

Daily Time Saved

Per trader versus manual chart and options analysis.

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