10-Second Faster Service. 5 More Cars Per Hour. AI Doing the Counting.

How Stark Digital deployed an AI/ML-powered Drive-Thru Timer system for PAR — providing real-time vehicle tracking, accurate service time measurement, and crew performance insights that directly increase throughput and revenue.

ClientPAR Technology
IndustryQuick Service Restaurants • Computer Vision • AI/ML
LocationUSA
TechnologiesPython • Node.js • React • AI/ML Camera Sensors • Computer Vision • Real-Time Analytics
The Challenge

Outdated hardware was costing cars, revenue, and crew performance insights

PAR's drive-thru locations were operating with legacy hardware that could not accurately track vehicles, particularly in adverse weather conditions. Without reliable vehicle identification, managers had no objective data on service times, bottlenecks, or crew performance. Operational decisions were based on guesswork rather than data.
Outdated hardware was costing cars, revenue, and crew performance insights
10 s LostPer car due to slow processing
Per vehicleMisidentified in adverse weather
Zero Live DataFor managers to act on in real time
Inaccurate Vehicle TrackingInaccurate Vehicle Tracking
Weather-Related FailuresWeather-Related Failures
No Actionable Performance DataNo Actionable Performance Data
Reactive Problem-SolvingReactive Problem-Solving
The Solution

An AI/ML-Powered Drive-Thru Timer With Real-Time Vehicle Intelligence

Stark Digital implemented the PAR Drive-Thru Timer — an AI/ML camera sensor system that tracks every vehicle through the drive-thru in real time, identifies cars by their unique characteristics, and delivers accurate service time data to managers and crew.

1

Vehicle Detection at Entry

The The AI/ML camera sensor detects each vehicle as it enters the drive-thru, identifying it by its unique characteristics to prevent duplicate entries.

2

Real-Time Time Tracking

The system timestamps every movement — entry, order point, window, exit — giving a precise breakdown of the time spent at each stage of the drive-thru.

3

Weather-Resistant Identification

AI model trend analysis enables accurate vehicle identification even in heavy snowfall — solving the key failure point of the previous legacy hardware.

4

Dashboard & Crew Display

Managers see real-time analytics and historical reports. A crew-facing screen gamifies service speed — displaying rankings, car positions, and live times to motivate performance.

Key Capabilities

AI/ML Vehicle Detection

Camera-integrated AI sensors identify vehicles by their unique features — preventing duplicate entries and ensuring accurate tracking from entry to exit.

Intelligent Comparison

AI understands vehicle variations and handles adverse conditions — accurate tracking even during heavy snowfall when traditional sensors fail.

Real-Time Service Analytics

Live data on service times, car positions, and stage-by-stage breakdowns, giving managers the visibility to identify and fix bottlenecks immediately.

Near-Real-Time Reporting

Managers access historical performance data by location, time period, and crew shift — enabling evidence-based coaching and operational improvements.

Proactive Remote Monitoring

System issues are flagged and resolved remotely without dispatching a technician, avoiding costly truck rolls and operational downtime.

Crew Performance Screen

A gamified crew-facing display shows service speed rankings and live car positions, driving team motivation and healthy competition around service times.

The Impact

What the Drive Thru Timer Delivers for PAR

For Operations

  • 10+ second reduction in service time per vehicle
  • Accurate vehicle identification in any weather conditions
  • Zero duplicate vehicle entries in tracking data

For Management

  • Near-real-time reporting on service times and bottlenecks
  • Crew coaching data available live — not the next morning
  • Remote issue detection without dispatching a technician

For Revenue

  • Approximately 5 additional cars processed per hour per location
  • More revenue with the same crew and same equipment
  • Proactive monitoring reduces downtime and truck roll costs

AI-Powered Operational Intelligence for High-Volume Service Environments

The PAR system demonstrates how AI and Computer Vision can turn a manual observation problem into a data-driven performance advantage. If you operate a high-volume, time-sensitive environment — let us talk about what AI can measure for you.

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