Retail · AI · 2025

An AI customer-service assistant resolving 72% of tickets without humans — support costs down 58%.

0%
Ticket Deflection
0%
Support Cost Reduction
0s
Avg. First Response
0.6/5
CSAT on AI Chats
01 — THE CHALLENGE

Where it started

RetailPro's support inbox grew 3x in a year as the chain expanded online. Response times stretched past six hours, reviews suffered, and hiring enough agents would have erased the e-commerce margin.

Previous chatbot attempts had failed badly — rigid decision trees that customers hated. Leadership was skeptical AI could handle real order, refund, and product questions without embarrassing the brand.

02 — THE SOLUTION

What we built

We built a retrieval-grounded AI assistant connected to RetailPro's live order system, product catalog, and policy documents — it answers with real order status and accurate policy, not generic responses. Confidence thresholds route anything uncertain to human agents with full conversation context.

A six-week pilot on 20% of traffic proved the numbers before full rollout. Systematic evaluation suites now test every prompt change against hundreds of real conversation scenarios before deployment.

  • Retrieval-grounded answers from live orders, catalog, and policies
  • WhatsApp and web chat channels in three languages
  • Confidence-based human handoff with full context
  • Evaluation suite of 400+ real scenarios gating every change
  • Monthly ROI dashboard: deflection, CSAT, and cost per conversation
03 — THE TRANSFORMATION

Drag to compare

After
  • 12-second first response, 24/7
  • Costs down 58% at higher volume
  • 4.6/5 satisfaction on AI chats
  • Three languages, every channel

Inside the build

AI chat experience
Agent handoff console
Evaluation dashboard
ROI reporting

72% of our support conversations are handled flawlessly by the AI. Costs dropped by more than half while satisfaction went up. Remarkable engineering.

ER
Elena Rodriguez
VP Operations, RetailPro
ClientRetailPro
IndustryRetail
Timeline6 weeks
Year2025
ServiceAI & Automation
Stack
OpenAIPythonWhatsApp APIPineconeLangChainRedis

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