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