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Advanced Demand Forecasting & Dynamic Pricing

Predict sales patterns, optimize menu pricing in real-time, and maximize revenue with data-driven analytics.

Overview

The forecasting system analyzes your restaurant's patterns and provides actionable intelligence:

CapabilityDescription
Demand ForecastingPredict covers, items, and revenue
Dynamic PricingOptimize prices by daypart/day
Promotion EngineTest and measure promotions
External FactorsWeather, events, holidays
Real-Time AdjustmentsLive pricing changes
┌─────────────────────────────────────────────────────────────────┐
│ FORECASTING DASHBOARD │
├─────────────────────────────────────────────────────────────────┤
│ │
│ TOMORROW'S FORECAST (Saturday, Jan 25) │
│ ───────────────────────────────────────────────────────────── │
│ │
│ Predicted Covers: 285 (+15% vs last Sat) │
│ Predicted Revenue: $12,450 │
│ Confidence: 94% │
│ │
│ KEY FACTORS │
│ • NFL Playoff game at 4:30pm (+22% expected) │
│ • Weather: Clear, 45°F (neutral impact) │
│ • No competing local events │
│ │
│ RECOMMENDATIONS │
│ ┌───────────────────────────────────────────────────────────┐ │
│ │ Stock extra wings (+40 lbs) - sports demand │ │
│ │ Add 2 servers for 4-9pm window │ │
│ │ Enable game day pricing (+$2 on appetizers) │ │
│ └───────────────────────────────────────────────────────────┘ │
│ │
│ [Apply Recommendations] [View Full Forecast] │
│ │
└─────────────────────────────────────────────────────────────────┘

Getting Started

GuideDescription
SetupConfigure forecasting, data requirements, and external factor integrations
Interpreting ForecastsRead forecasts, understand predictions, and take action
Dynamic PricingConfigure dynamic pricing rules, price elasticity, and promotions

Voice Commands

CommandAction
"What's tomorrow's forecast?"Get next day prediction
"Enable happy hour pricing"Activate happy hour rule
"Pause dynamic pricing"Stop all adjustments
"What's the forecast accuracy?"Get accuracy stats

Troubleshooting

Forecasts Inaccurate

  1. Check data quality (complete POS data?)
  2. Verify external factor integration
  3. Review recent outlier events
  4. Allow more learning time (90 days minimum)

Pricing Not Applying

  1. Verify rule is active and scheduled
  2. Check item/category assignments
  3. Confirm no manual override active
  4. Review price floor/ceiling conflicts

Customer Complaints

  1. Review specific transaction
  2. Check if price was displayed correctly
  3. Consider loyalty member exception
  4. Document for rule refinement