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Restaurant Chain: Voice-Enabled Ordering System

FreshBite Restaurants • Food & Beverage

Implemented voice-enabled ordering system that increased order accuracy by 95% and reduced wait times by 50%.

Food & Beverage20243 months
Restaurant Chain: Voice-Enabled Ordering System - FreshBite Restaurants project showcase

The Challenge

FreshBite faced high order errors and long wait times during peak hours, leading to customer frustration and lost revenue.

Our Solution

We built a voice-enabled ordering system with natural language processing that allows customers to place orders hands-free with high accuracy.

Technologies Used

React NativeWeb Speech APIGoogle Cloud SpeechNode.js

Project Objectives

  • Achieve near-perfect order accuracy during peak periods
  • Reduce lobby wait times by at least 50%
  • Deliver a consistent brand voice across kiosk and mobile channels

How We Approached It

Strategic phases that turned insights into measurable outcomes.

Phase 1

Service Blueprinting

Mapped front-of-house and kitchen workflows to identify automation opportunities.

  • Shadowed staff during rush hours to capture real constraints
  • Documented complex menu modifiers and allergy requirements
  • Defined escalation paths for low-confidence voice intents
Phase 2

Voice UX Design

Crafted conversational flows that reduce friction and confirm accuracy.

  • Developed intent libraries and sample dialogs for every menu category
  • Designed multimodal UI pairing voice prompts with visual confirmation
  • Implemented slot filling, upsell logic, and loyalty hooks
Phase 3

AI Training & Operations

Launched and tuned the voice engine while empowering staff.

  • Trained speech models with regional accents and background noise
  • Integrated with POS and kitchen display systems
  • Built monitoring dashboards tracking accuracy and hand-off rates

Key Features Delivered

Conversational Ordering

Natural dialogs capture customizations with confirmations for edge cases.

Queue Management Console

Real-time dashboard orchestrates kiosk, mobile, and staff-assisted orders.

Fallback Safeguards

Human hand-off retains context when AI confidence drops below thresholds.

Deliverables

  • Service blueprint and operations playbooks
  • Voice persona guidelines and script library
  • Voice-enabled kiosk and mobile applications
  • Training materials and analytics dashboards for store managers

Project Timeline

Milestones that guided delivery from discovery to launch.

1

Discovery

Weeks 1-2

Store observations, requirements gathering, menu analysis

2

Design & Training

Weeks 3-6

Conversation design, dataset creation, prototype validation

3

Integration & Launch

Weeks 7-12

POS integration, pilot rollouts, staff enablement

Project Details

Client:
FreshBite Restaurants
Industry:
Food & Beverage
Services:
Voice UIAI IntegrationMobile Development
Duration:
3 months

Results & Impact

+95%

Order Accuracy

Near-perfect order accuracy

-50%

Wait Times

Faster order processing

+65%

Order Volume

Can handle more orders during peak

+80%

Customer Satisfaction

Higher ratings and repeat customers

The voice ordering system is like having an extra team member who never makes mistakes. Our customers and staff both love it.
James Park
COO, FreshBite Restaurants at FreshBite Restaurants

Project Gallery

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