Celeste

Building a Multi-Agent AI Ecommerce Support
Platform for Celeste Mattress

Celeste Mattress needed a better way to manage growing ecommerce customer interactions across English and Arabic channels without expanding manual support operations.

What we built

Origami Studios developed a multi-agent AI customer engagement platform integrated directly with the ecommerce website to automate customer support, product recommendations, order tracking, complaint handling, and voice interactions.

Industry:

Retail, Ecommerce, Consumer Products

Services:
  • AI Chatbot Development
  • Multi-Agent AI Orchestration
  • Conversational AI Engineering
  • Voice AI Integration
  • Ecommerce Automation
Technology stack
LLMs Conversational AI NLP Multi-Agent AI Systems AI Agents Voice AI RAG Architecture AI Workflow Automation Real-Time Messaging Infrastructure Cloud-Native Infrastructure

Client's challenge

Customer inquiries related to mattress selection, pricing, delivery timelines, complaints, and order tracking were increasing as ecommerce traffic grew.

Most support requests required repetitive manual handling, slowing customer response times and creating operational inefficiencies during peak shopping periods.

The business also needed multilingual support capabilities across both English and Arabic customer interactions.

Our solution

Origami Studios built a multi-agent AI orchestration platform designed specifically for e-commerce customer engagement workflows.



The platform integrated with the e-commerce website and automated:


  • Product recommendations
  • Customer support conversations
  • Order tracking
  • Complaint logging
  • Voice call support
  • Voice messaging interactions


The system used Conversational AI, NLP, Voice AI, and RAG-based retrieval workflows to provide contextual customer responses across English and Arabic conversations.

Key features

  • Multi-agent AI orchestration
  • Complaint management
  • AI-powered product recommendations
  • Bilingual AI interactions
  • Conversational AI support
  • RAG-based knowledge retrieval
  • Voice AI workflows
  • Real-time messaging workflows
  • Order tracking automation
  • Ecommerce platform integration

Results & expected outcomes:

<1 sec

Average AI response time

Product recommendations, order tracking, and complaint handling delivered in under two seconds.

Real-time messaging infrastructure

18,200+

AI voice calls handled

Inbound customer queries answered end-to-end by Voice AI — product guidance, complaints, and order status resolved without a human agent.

Voice AI + NLP powered

1.3M+

Customer conversations handled

Multi-agent AI resolved the majority of support queries automatically — only complex escalations were routed to a human representative

Multi-Agent AI orchestration

2-in-1

Bilingual AI support at full scale

English and Arabic customer interactions handled from a single unified platform no separate workflows, no language-switching delays, and no duplicate support teams needed to serve both markets simultaneously.

Biggest market expansion impact

24/7

Always-on ecommerce support coverage

AI agents running round-the-clock across chat and voice — customers received product recommendations, order tracking, and complaint resolution at any hour without staffing gaps or peak-period slowdowns

Cloud-native always-on infrastructure

What this meant for Celeste's team day-to-day

  • Faster resolutions: Customers stopped waiting in queues for order status or product queries AI delivered answers in under two seconds.
  • Support team refocused: Agents shifted away from repetitive tracking and complaint queries.
  • Scale without hiring : 1.3M+ conversations managed across English and Arabic markets without proportional headcount growth
  • Bilingual reach unlocked: English & Arabic customers served seamlessly from one AI platform no duplicate workflows.
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Security &
Infrastructure

The platform was built with:

  • Encrypted customer interactions
  • Cloud-native AI infrastructure
  • Scalable support architecture
  • Secure ecommerce integrations
  • Enterprise-focused deployment standards

Operational impact

  • Centralized customer communication workflows
  • Improved support scalability
  • More consistent customer response handling
  • Better operational visibility across customer interactions

Business impact

  • 62% reduction in repetitive support queries
  • Average AI response time under two seconds
  • 24/7 customer engagement across chat and voice
  • Faster order tracking and support handling
  • Reduced dependency on manual support workflows