API Catalog Predictive APIs

Predictive APIs

Forecasting, trends & predictions

Predictive analytics APIs for time series forecasting, demand prediction, and trend analysis.

Time Series Forecast

Popular

Predict future values from historical data. Advanced algorithms for accurate time-based predictions.

POST /api/v1/predict/timeseries
{ "data": [100, 120, 115, 130, 145],
  "periods": 5,
  "frequency": "daily" }

// Response
{ "forecast": [152, 158, 163, 170, 176],
  "confidence_interval": { "lower": [...],
    "upper": [...] },
  "model": "auto_arima" }
ARIMA Prophet Confidence Intervals

Demand Prediction

Forecast product demand and inventory needs. Optimize stock levels and reduce waste.

POST /api/v1/predict/demand
{ "product_id": "SKU-12345",
  "historical_sales": [...],
  "forecast_days": 30 }

// Response
{ "predicted_demand": 1250,
  "daily_forecast": [...],
  "reorder_point": 450,
  "confidence": 0.92 }
Inventory Seasonality Reorder Points

Churn Prediction

Predict customer churn probability. Identify at-risk customers before they leave.

POST /api/v1/predict/churn
{ "customer_id": "C-98765",
  "activity_data": {...},
  "tenure_months": 18 }

// Response
{ "churn_probability": 0.73,
  "risk_level": "high",
  "key_factors": ["low_engagement",
    "support_tickets"],
  "retention_score": 27 }
Risk Scoring Factor Analysis Retention

Anomaly Detection

Detect anomalies in data streams. Real-time monitoring for unusual patterns and outliers.

POST /api/v1/predict/anomaly
{ "data_stream": [45, 47, 46, 48, 120, 47],
  "sensitivity": "medium" }

// Response
{ "anomalies": [
  { "index": 4, "value": 120,
    "expected": 47, "deviation": 3.2,
    "severity": "high" }
  ],
  "baseline": 46.6 }
Real-Time Outlier Detection Alerting

Trend Analysis

Analyze and predict market trends. Identify patterns, momentum, and future direction.

POST /api/v1/predict/trend
{ "data": [...],
  "analysis_type": "market",
  "window": "90d" }

// Response
{ "trend": "upward",
  "momentum": 0.78,
  "seasonality": { "detected": true,
    "period": "weekly" },
  "forecast_direction": "bullish",
  "confidence": 0.85 }
Market Analysis Seasonality Momentum

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