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Smart stock trading recommendations with GPT-4, TwelveData & NewsAPI analysis

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Created by: Jitesh Dugar || jiteshdugar

Jitesh Dugar

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Last update 5 days ago

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Smart Stock Trading Recommendations with GPT-4, TwelveData & NewsAPI

What It Does

This template automates stock analysis by combining technical analysis, news sentiment, and real-time market data to generate actionable trading recommendations with confidence scores, risk management parameters, and entry/exit levels.

Why It's Useful

  • Data-Driven Decisions: Eliminates emotional trading by synthesizing multiple data sources
  • Time-Saving: Analyzes a stock in seconds instead of hours of manual research
  • Risk Management: Automatically calculates stop losses and risk/reward ratios
  • Real-Time Context: Combines historical trends with breaking news and latest sentiment

How It Works

  1. Technical Analysis (TwelveData)

    • Fetches 4-hour, 1-day, and 1-week price trends
    • Calculates moving averages and identifies support/resistance levels
  2. News Sentiment (NewsAPI + GPT-4)

    • Pulls recent news articles about the stock
    • Uses AI to score sentiment impact on price (-1.0 to +1.0)
    • Distinguishes between "bad news" and "sell pressure"
  3. Live Market Intelligence (Perplexity API)

    • Checks for real-time catalysts (earnings, Fed announcements, rumors)
    • Catches breaking news that historical data might miss
  4. Visual Confirmation (Chart-Img API)

    • Generates 1-week chart visualization for quick pattern recognition
  5. AI Decision Engine (GPT-4)

    • Synthesizes all signals using quantitative decision rules
    • Outputs: BUY/SELL/HOLD verdict with confidence level, entry zone, stop loss, and profit target

Trade Setup Output

Each recommendation includes:

  • Verdict: BUY, SELL, or HOLD (with confidence score)
  • Entry Zone: Optimal price to enter
  • Stop Loss: Risk protection level
  • Target: Profit objective
  • Risk/Reward Ratio: Trade viability metric

Required API Keys

  • TwelveData (stock prices)
  • NewsAPI (news articles)
  • OpenAI (GPT-4 analysis)
  • Perplexity (live sentiment)
  • Chart-Img (optional - for chart visualization)