Drive-Thru Analytics
Complete guide to drive-thru performance metrics and reporting.
Overview
Drive-thru analytics provide real-time and historical insights into your operation's performance, Voice AI accuracy, and customer experience. Use these metrics to optimize staffing, identify issues, and improve throughput.
Key Metric Categories
| Category | Metrics Included |
|---|---|
| Throughput | Orders/hour, vehicles served, avg order time |
| Voice AI | Recognition accuracy, confidence scores, override rate |
| Financial | Revenue, average ticket, upsell success |
| Customer | Wait times, satisfaction indicators |
| Staff | Performance by employee, shift analysis |
Real-Time Dashboard
Live Metrics Panel
┌─────────────────────────────────────────────────────────────────┐
│ Drive-Thru Real-Time Dashboard Today │
├─────────────────────────────────────────────────────────────────┤
│ │
│ ┌────────────────┐ ┌────────────────┐ ┌────────────────┐ │
│ │ Orders/Hour │ │ Avg Order Time │ │ Current Queue │ │
│ │ │ │ │ │ │ │
│ │ 52 │ │ 3:24 │ │ 4 │ │
│ │ ▲ +8 vs LW │ │ ▼ -0:18 vs LW │ │ Lane 1: 2 │ │
│ │ │ │ │ │ Lane 2: 2 │ │
│ └────────────────┘ └────────────────┘ └────────────────┘ │
│ │
│ ┌────────────────┐ ┌────────────────┐ ┌────────────────┐ │
│ │ Voice AI │ │ Revenue │ │ Avg Ticket │ │
│ │ Accuracy │ │ (Today) │ │ │ │
│ │ 94% │ │ $2,847 │ │ $12.45 │ │
│ │ ▲ +2% vs LW │ │ ▲ +$312 vs LW │ │ ▲ +$0.82 vs LW│ │
│ └────────────────┘ └────────────────┘ └────────────────┘ │
│ │
│ [View Details] [Export] [Compare] [Alerts: 2 Active] │
│ │
└─────────────────────────────────────────────────────────────────┘
Live Queue Visualization
Order Flow (Last 30 Minutes):
┌─────────────────────────────────────────────────────────────────┐
│ Orders ▓▓▓▓▓▓▓▓▓▓░░░░▓▓▓▓▓▓▓▓▓▓▓▓░░░▓▓▓▓▓▓▓▓▓▓▓▓▓▓ │
│ 60 ─┤ │
│ 45 ─┤ ▄▄▄▄ ▄▄▄▄▄▄▄▄ │
│ 30 ─┤ ▄▄▄████▄▄ ▄▄▄▄ ▄▄▄▄████████▄▄▄▄▄ │
│ 15 ─┤▄▄████████▄▄▄▄▄▄████▄▄▄▄▄███████████████▄▄ │
│ 0 ─┴──────────────────────────────────────────────────────────│
│ 11:00 11:10 11:20 11:30 11:40 11:50 12:00 │
│ │
│ Peak: 58/hr at 11:45 | Current: 52/hr │
└─────────────────────────────────────────────────────────────────┘
Throughput Metrics
Orders Per Hour
Track order volume throughout the day:
| Metric | Description | Target |
|---|---|---|
| Current Rate | Orders in last hour | Varies by location |
| Peak Rate | Highest hourly rate today | Track for staffing |
| Average Rate | Mean orders/hour today | Compare to goals |
| Total Orders | Cumulative daily count | Revenue indicator |
Order Time Breakdown
Average Order Time: 3:24 (Target: 3:30)
┌─────────────────────────────────────────────────────────────────┐
│ │
│ Order Taking ▓▓▓▓▓▓▓░░░░░░░░░░░░░░░░░░░ 1:05 (32%) │
│ Kitchen Prep ▓▓▓▓▓▓▓▓▓▓▓▓▓░░░░░░░░░░░░░ 1:45 (52%) │
│ Window Time ▓▓▓▓░░░░░░░░░░░░░░░░░░░░░░ 0:34 (16%) │
│ │
│ Total: 3:24 │
│ │
└─────────────────────────────────────────────────────────────────┘
Time Targets
| Stage | Target | Alert Threshold |
|---|---|---|
| Order Taking | < 1:00 | > 1:30 |
| Kitchen Prep | < 2:00 | > 3:00 |
| Window Time | < 0:30 | > 1:00 |
| Total Time | < 3:30 | > 4:30 |
Voice AI Analytics
Accuracy Metrics
┌─────────────────────────────────────────────────────────────────┐
│ Voice AI Performance (Today) │
├─────────────────────────────────────────────────────────────────┤
│ │
│ Overall Accuracy │
│ ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓░░░░░ 94% │
│ │
│ By Confidence Level: │
│ High (90%+) ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ 72% of orders │
│ Medium (70-89%) ▓▓▓▓▓▓▓▓▓░░░░░░░░░░░░░░░░░░░ 23% of orders │
│ Low (<70%) ▓▓░░░░░░░░░░░░░░░░░░░░░░░░░░ 5% of orders │
│ │
│ Override Rate: 12% (staff took over from AI) │
│ │
└─────────────────────────────────────────────────────────────────┘
Recognition Details
| Metric | Value | Trend |
|---|---|---|
| Items Detected | 847 | - |
| Correctly Identified | 796 | 94% |
| Staff Corrections | 51 | 6% |
| Modifiers Accuracy | 89% | ▲ +3% |
| Question Handling | 91% | ▲ +2% |
Common Recognition Issues
Recognition Issues (Last 7 Days):
┌─────────────────────────────────────────────────────────────────┐
│ Issue Count Impact Action │
├─────────────────────────────────────────────────────────────────┤
│ "Large" vs "Small" confusion 23 Low [Train] │
│ "Diet Coke" → "Coke" 18 Low [Add Alias] │
│ Modifier "extra" missed 15 Medium [Review] │
│ Combo numbers confused 12 Medium [Train] │
│ Background noise issues 8 High [Calibrate] │
└─────────────────────────────────────────────────────────────────┘
AI Mode Usage
AI Mode Distribution (Today):
┌─────────────────────────────────────────────────────────────────┐
│ │
│ Full AI Mode ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓░░░░░░░░░░░ 35% │
│ AI Assist Mode ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓░░░ 58% │
│ Manual Mode ▓▓▓░░░░░░░░░░░░░░░░░░░░░░░ 7% │
│ │
│ Manual Override Rate: 12% │
│ ▼ -3% vs last week (improving AI trust) │
│ │
└─────────────────────────────────────────────────────────────────┘
Financial Metrics
Revenue Analysis
┌─────────────────────────────────────────────────────────────────┐
│ Revenue Dashboard │
├─────────────────────────────────────────────────────────────────┤
│ │
│ Today's Revenue $2,847.50 ▲ +12% vs last week │
│ Orders Processed 229 │
│ Average Ticket $12.43 ▲ +$0.82 vs target │
│ │
│ Hourly Revenue: │
│ $400─┤ │
│ $300─┤ ▄▄▄▄ ▄▄▄▄ │
│ $200─┤ ▄▄▄▄████▄▄▄▄▄▄▄▄▄████▄▄ │
│ $100─┤ ▄▄▄▄████████████████████████▄▄ │
│ $0─┴────────────────────────────────────────────── │
│ 8AM 10AM 12PM 2PM 4PM 6PM 8PM │
│ │
└─────────────────────────────────────────────────────────────────┘
Upsell Performance
| Metric | Value | Target |
|---|---|---|
| Upsell Attempts | 187 | - |
| Successful Upsells | 64 | - |
| Success Rate | 34% | 30% |
| Additional Revenue | $142.80 | - |
| Avg Upsell Value | $2.23 | $2.00 |
Top Performing Upsells
Upsell Success Rates:
┌─────────────────────────────────────────────────────────────────┐
│ Upsell Item Success Rate Revenue Added │
├─────────────────────────────────────────────────────────────────┤
│ Large Size Upgrade 52% $48.30 │
│ Add Bacon 38% $35.70 │
│ Cookie Addition 35% $28.44 │
│ Combo Upgrade 28% $22.40 │
│ Extra Sauce 24% $7.96 │
└─────────────────────────────────────────────────────────────────┘
Lane Performance
Per-Lane Metrics
┌─────────────────────────────────────────────────────────────────┐
│ Lane Comparison (Today) │
├────────────────────────────┬────────────────────────────────────┤
│ LANE 1 │ LANE 2 │
├────────────────────────────┼────────────────────────────────────┤
│ Orders: 124 │ Orders: 105 │
│ Avg Time: 3:18 │ Avg Time: 3:32 │
│ Revenue: $1,542 │ Revenue: $1,305 │
│ AI Accuracy: 95% │ AI Accuracy: 92% │
│ Staff: Sarah, Mike │ Staff: John, Lisa │
├────────────────────────────┼────────────────────────────────────┤
│ Performance: ⭐⭐⭐⭐⭐ │ Performance: ⭐⭐⭐⭐ │
└────────────────────────────┴────────────────────────────────────┘
Lane Utilization
Lane Utilization (Peak Hours 11AM-1PM):
┌─────────────────────────────────────────────────────────────────┐
│ │
│ Lane 1 ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓░░ 92% │
│ Lane 2 ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓░░░░░░░░ 78% │
│ Lane 3 ░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░ Closed │
│ │
│ Recommendation: Open Lane 3 for 15% capacity increase │
│ │
└─────────────────────────────────────────────────────────────────┘
Wait Time Analysis
Customer Wait Times
Wait Time Distribution (Today):
┌─────────────────────────────────────────────────────────────────┐
│ │
│ < 2 min ▓▓▓▓▓▓▓▓▓▓▓▓▓░░░░░░░░░░░░░░ 32% 😊 Excellent │
│ 2-3 min ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓░░░░░░░░ 45% ✓ Good │
│ 3-4 min ▓▓▓▓▓▓▓░░░░░░░░░░░░░░░░░░░░ 18% ⚠ Acceptable │
│ 4-5 min ▓▓░░░░░░░░░░░░░░░░░░░░░░░░░ 4% ⚠ High │
│ > 5 min ▓░░░░░░░░░░░░░░░░░░░░░░░░░░ 1% ❌ Critical │
│ │
│ Average Wait: 2:45 Target: < 3:00 │
│ │
└─────────────────────────────────────────────────────────────────┘
Wait Time Trends
Average Wait Time (This Week):
┌─────────────────────────────────────────────────────────────────┐
│ 4:00─┤ │
│ 3:30─┤──────────────────────────────────── Target │
│ 3:00─┤ ● │
│ 2:30─┤ ● ● ● ● ● │
│ 2:00─┤ │
│ └────────────────────────────────────────────────── │
│ Mon Tue Wed Thu Fri Sat Sun │
│ │
│ Week Average: 2:42 ▼ -0:12 vs last week │
└─────────────────────────────────────────────────────────────────┘
Staff Performance
Individual Metrics
┌─────────────────────────────────────────────────────────────────┐
│ Staff Performance (Today) │
├─────────────────────────────────────────────────────────────────┤
│ Staff Member Orders Avg Time AI Usage Upsells │
├─────────────────────────────────────────────────────────────────┤
│ Sarah M. 68 3:12 96% 42% │
│ Mike T. 56 3:28 91% 35% │
│ John K. 52 3:35 88% 28% │
│ Lisa R. 53 3:22 94% 38% │
├─────────────────────────────────────────────────────────────────┤
│ Average 57 3:24 92% 36% │
└─────────────────────────────────────────────────────────────────┘
Training Recommendations
Based on performance data:
| Staff | Recommendation |
|---|---|
| Sarah M. | High performer - consider for training others |
| Mike T. | Improve AI trust - more override training |
| John K. | Upsell coaching recommended |
| Lisa R. | Strong performer - maintain current approach |
Reports & Exports
Available Reports
| Report | Frequency | Contents |
|---|---|---|
| Daily Summary | Daily | Orders, revenue, times, AI accuracy |
| Weekly Performance | Weekly | Trends, comparisons, recommendations |
| Voice AI Analysis | Weekly | Recognition details, training needs |
| Staff Performance | Weekly | Individual metrics, coaching notes |
| Financial Summary | Monthly | Revenue, costs, profitability |
Scheduling Reports
Report Scheduler:
┌─────────────────────────────────────────────────────────────────┐
│ │
│ Report: Daily Summary │
│ Schedule: Daily at 11:00 PM │
│ Recipients: manager@restaurant.com, owner@restaurant.com │
│ Format: PDF │
│ │
│ [Edit] [Disable] [Send Now] │
│ │
│ Report: Weekly Performance │
│ Schedule: Every Monday at 8:00 AM │
│ Recipients: owner@restaurant.com │
│ Format: PDF + Excel │
│ │
│ [Edit] [Disable] [Send Now] │
│ │
│ [+ Add Report] │
│ │
└─────────────────────────────────────────────────────────────────┘
Export Options
- PDF: Formatted reports with charts
- Excel: Raw data for custom analysis
- CSV: Integration with other systems
- API: Real-time data access
Alerts & Thresholds
Configure Alerts
Alert Configuration:
┌─────────────────────────────────────────────────────────────────┐
│ │
│ ☑ Wait time exceeds 5 minutes │
│ Action: Push notification to manager │
│ │
│ ☑ Voice AI accuracy drops below 85% │
│ Action: Email alert + suggest recalibration │
│ │
│ ☑ Lane queue exceeds 6 vehicles │
│ Action: Recommend opening additional lane │
│ │
│ ☑ Order volume drops 30% from expected │
│ Action: Alert for investigation │
│ │
│ [+ Add Alert] │
│ │
└─────────────────────────────────────────────────────────────────┘
Active Alerts
Current Alerts:
┌─────────────────────────────────────────────────────────────────┐
│ ⚠️ Lane 2 wait time: 5:15 (threshold: 5:00) [Acknowledge]│
│ Triggered: 2 minutes ago │
│ Recommendation: Open Lane 3 or add staff │
├─────────────────────────────────────────────────────────────────┤
│ ⚠️ Voice AI accuracy: 84% (threshold: 85%) [Acknowledge] │
│ Triggered: 15 minutes ago │
│ Recommendation: Check audio calibration │
└─────────────────────────────────────────────────────────────────┘
Benchmarking
Industry Comparison
Performance vs Industry Average:
┌─────────────────────────────────────────────────────────────────┐
│ Metric Your Store Industry Avg Ranking │
├─────────────────────────────────────────────────────────────────┤
│ Orders/Hour 52 45 ⭐ Top 20% │
│ Avg Order Time 3:24 3:45 ⭐ Top 25% │
│ Voice AI Accuracy 94% 88% ⭐ Top 10% │
│ Upsell Rate 34% 28% ⭐ Top 15% │
│ Wait Time 2:45 3:15 ⭐ Top 30% │
└─────────────────────────────────────────────────────────────────┘
Location Comparison
For multi-location operators:
Location Comparison (This Week):
┌─────────────────────────────────────────────────────────────────┐
│ Location Orders Revenue Avg Time AI Acc │
├─────────────────────────────────────────────────────────────────┤
│ Downtown 1,247 $15,432 3:18 95% │
│ Westside 982 $12,104 3:42 91% │
│ Airport 1,456 $18,954 2:58 96% │
│ Mall 756 $9,245 3:55 88% │
├─────────────────────────────────────────────────────────────────┤
│ Total/Average 4,441 $55,735 3:28 92% │
└─────────────────────────────────────────────────────────────────┘
Related Documentation
- Voice AI Guide - AI interface details
- Lane Management - Lane operations
- Training - Improve AI accuracy
- Troubleshooting - Fix issues