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Case study · QSR delivery

Optimizing QSR delivery:
how California Chicken Cafe cut 3 hours of daily dispatch
with Toast and Cartwheel

Brand
Quick-service rotisserie chicken, California
Family-owned QSR favorite since 1995

Challenge
Legacy auto-dispatch that didn’t optimize routes
Platform
Toast + Cartwheel
Result
3 hrs saved daily, +24% on-time, +10% revenue
3 hrs
Of manual dispatch saved every day
24%
Improvement in on-time delivery rates
10%
Revenue boost from repeat orders
Powered by
ToastOnline ordering & POS
cartwheelDelivery management

About the company

California Chicken Cafe (CCC) is a family-owned, quick-service restaurant group known for its rotisserie chicken, wraps, and salads. With high lunch and dinner delivery volume, the team needed dispatch to keep pace without tying up managers in logistics.

The challenge: a legacy system and heavy manual overhead

CCC was dissatisfied with its previous delivery provider, whose auto-dispatch failed to optimize routes effectively. The result was slower, less reliable deliveries during the busiest service windows.

Manual overhead was the clearest symptom. Managers spent about 3 hours every day manually assigning orders to keep deliveries fast through the lunch and dinner rushes. That was time pulled away from the kitchen and the floor, day after day.

The solution: AI dispatch that outperforms manual routing

CCC connected Toast for ordering and POS with Cartwheel to manage delivery. Cartwheel’s dispatch automation replaced the manual work, with three capabilities doing the heavy lifting:

"Best in market" AI
An algorithm that outperforms human dispatching, replacing hours of manual order assignment.
Hybrid routing
"Preferred Driver" features automatically route high-priority orders to top-rated drivers.
Total visibility
Real-time tracking and in-app chat give guests a worry-free delivery experience.

The combination is what made it work. Smart routing without visibility leaves guests guessing, and visibility without route optimization still burns manager hours. Together, the AI dispatch and live tracking freed the team while keeping deliveries fast.

We have saved about 3 hours daily. Guests experience on-time deliveries more consistently, allowing for a worry-free experience.

California Chicken Cafe
CCC Management Team
California Chicken Cafe

Results: faster service, freed-up managers

Before vs. after switching to Cartwheel dispatch.

Metric Before After
Daily manual dispatch ~3 hrs / day Automated · managers freed
Route optimization Legacy auto-dispatch Best-in-market AI routing
High-priority orders Manually assigned Auto-routed to top drivers
Guest visibility Limited Live tracking · in-app chat
On-time delivery Inconsistent +24% · hot food, fast
Revenue Baseline +10% · repeat orders
Manager focus Logistics Kitchen & staff

*Based on California Chicken Cafe management’s reported results.

The outcome: managers back where they matter

The headline is the three hours saved every day, but the operational win runs deeper. With Cartwheel handling dispatch, managers shifted their attention from assigning orders to running the kitchen and supporting staff during the busiest rushes.

The clearest signal is consistency: on-time delivery rates improved by 24%, with hot food arriving fast. That worry-free experience drove higher satisfaction and more repeat orders, lifting revenue by about 10% and turning a dispatch fix into a measurable revenue gain.

Let us show you Cartwheel in action!
Book a demo with one of our experts and discover how our solution can help boost your sales and drive repeat orders.