Analytics & Reporting - v2.0

AI-powered insights with predictive analytics and real-time IoT data visualization

Analytics & Reporting - v2.0

Get AI-powered insights with predictive analytics, real-time IoT data, and advanced visualization.

Overview

Transform your salsa data into actionable insights with AI-driven predictions, real-time IoT sensor data, and advanced machine learning analytics.

AI Dashboard

Predictive Metrics

Real-time metrics enhanced with AI predictions:

• Demand Forecasting: 7-30 day demand predictions
• Quality Predictions: Predicted quality scores for in-progress batches
• Cost Forecasting: Predicted costs based on trends
• Waste Predictions: AI-identified waste reduction opportunities
• Equipment Health: Predicted maintenance needs

Smart Alerts

AI-powered intelligent alerting:

// Example: Configure AI-powered alerts
const alert = await salsa.ai.analytics.createSmartAlert({
  type: "anomaly_detection",
  metric: "production_efficiency",
  sensitivity: "medium",
  actions: ["notify_manager", "create_ticket"]
});

Advanced Analytics

Machine Learning Insights

AI uncovers hidden patterns:

• Correlation Analysis: Identifies relationships between variables
• Trend Prediction: Forecasts future performance
• Optimization Recommendations: AI suggests improvements
• What-If Analysis: Simulate different scenarios

Real-Time IoT Analytics

Live sensor data visualization:

• Temperature trends across all sensors
• RFID-based inventory movement tracking
• Equipment performance metrics
• Environmental condition monitoring

Predictive Analytics

Demand Forecasting

AI-powered demand predictions:

• Multi-model ensemble forecasting (98% accuracy)
• Confidence intervals for all predictions
• External factor integration (weather, events)
• Seasonal pattern recognition

# Example: GraphQL query for AI forecast
query GetAIForecast {
  forecast(location: "loc_123", days: 14) {
    predictions {
      date
      recipe {
        name
        predictedDemand
        confidenceInterval
      }
      factors {
        weather
        events
        seasonality
      }
    }
  }
}

Cost Optimization

AI identifies cost-saving opportunities:

• Ingredient substitution recommendations
• Supplier optimization suggestions
• Production schedule optimization
• Waste reduction strategies

Financial Analytics

AI-Enhanced Cost Analysis

Intelligent cost tracking:

• Predictive cost trends
• Anomaly detection in expenses
• Supplier price optimization
• Automated budget alerts

Profitability Optimization

AI-driven profitability insights:

• Recipe profitability predictions
• Price optimization recommendations
• Cost reduction opportunities
• Margin improvement strategies

Operational Intelligence

Efficiency Optimization

AI analyzes operational efficiency:

• Production bottleneck identification
• Staff allocation optimization
• Equipment utilization recommendations
• Downtime reduction strategies

IoT Performance Analytics

Real-time operational monitoring:

• Sensor health and connectivity status
• Equipment performance tracking
• Environmental condition analysis
• Predictive maintenance scheduling

Custom Reports

AI Report Builder

Intelligent report generation:

1. Ask in Natural Language Describe the report you want in plain English.

2. AI Generates Report AI selects optimal metrics, visualizations, and filters.

3. Review & Refine Adjust AI-generated report to your preferences.

4. Automate & Share Schedule delivery with AI-generated insights included.

AI-Generated Insights

Every report includes AI insights:

• Key findings and anomalies
• Trend analysis and predictions
• Actionable recommendations
• Performance comparisons

Advanced Visualizations

Real-Time Dashboards

Interactive, live-updating dashboards:

• IoT sensor data visualization
• Production floor heat maps
• AI prediction confidence charts
• Comparative performance graphs

Predictive Charts

Visualize future predictions:

• Demand forecast charts with confidence bands
• Cost projection timelines
• Quality score predictions
• Inventory level forecasts

Data Export

Enhanced export capabilities:

• CSV/Excel: With AI insights included
• PDF Reports: With AI-generated summaries
• JSON/GraphQL: For custom integrations
• Power BI/Tableau: Native connector integration

AI Recommendations

Daily AI Briefing

Receive daily AI-generated insights:

• Top 3 opportunities for improvement
• Critical alerts and anomalies
• Performance highlights
• Actionable recommendations

New in v2.0: AI analyzes all your data overnight and delivers a personalized daily briefing with the most important insights and recommended actions.

Continuous Learning

AI improves over time:

• Learns from your decisions and outcomes
• Refines predictions based on accuracy
• Adapts to seasonal patterns
• Personalizes insights to your operation