TrendAI Analytics

What It Is

Stock analysis platform that combines technical indicators, pattern recognition, and sentiment data to generate trading signals. Outputs include entry/exit prices, stop-loss levels, and confidence scores.

The Problem

Traders must:

• Interpret multiple technical indicators manually
• Filter noise in volatile markets
• Connect sentiment and fundamentals to price action
• Determine signal reliability

The Solution

Automated analysis:

• Pattern recognition across timeframes
• Multi-factor signal scoring
• Entry, target, and stop-loss levels
• Confidence ratings
• Visual charts with annotations

How It Works

1. Pull data from Tiingo API and sentiment feeds
2. Run pattern recognition and indicator analysis
3. Generate signals with confidence scores
4. Display charts with entry/exit levels
5. Available via CLI or web interface

Technical Indicators

• Moving averages (20, 50, 200-day)
• RSI, MACD, Bollinger Bands
• Volume analysis
• Breakout detection

Pattern Recognition

Each pattern receives a confidence score.

Signal Output

• BUY, SELL, or NEUTRAL classification
• Entry price
• Target price
• Stop-loss level
• Signal rationale
• Confidence score

Technical Stack

Data

• Tiingo API for price and fundamentals
• TextBlob for sentiment analysis

Analysis

• TrendAnalyzer for indicators
• PatternDetector for chart patterns
• SignalGenerator for scoring

Visualization

• Plotly for charts
• Candlestick with volume overlays
• Pattern annotations

Development Status