🛍️ Smart Retail Assistant
AI ASSISTANT FOR E-COMMERCE CUSTOMER SERVICE AND SALES
🎯 The Challenge
A fashion e-commerce chain with 50k+ products faced critical customer service challenges. With 500+ daily tickets, the 12-person support team struggled to maintain quality and speed in responses.
Identified Problems:
- ⏱️ Average response time: 8 hours
- 😞 Customer satisfaction: 62% (below market)
- 💸 High operational cost: R$240K/month in support
- 📉 30% cart abandonment due to unanswered questions
- 🔄 90% of questions were repetitive (availability, delivery, returns)
💡 The Solution
We developed Smart Retail Assistant, a conversational AI system integrated with the e-commerce that serves customers 24/7, answers questions instantly, and assists in purchase decisions.
Intelligent RAG
RAG system trained with full product catalog, return policies, delivery times, and FAQ. Contextual and accurate real-time responses.
Hybrid Support
AI resolves 85% of cases automatically. Complex cases are transferred to humans with full conversation context.
Smart Recommendations
ML algorithm analyzes customer preferences and suggests complementary products, increasing average ticket by 45%.
Continuous Learning
System learns from each interaction, improving responses and identifying new question patterns automatically.
📊 Results
Impact in 6 Months:
📈 Growth
- ✅ 127% increase in sales conversion
- ✅ 45% increase in average ticket
- ✅ 92% customer satisfaction (CSAT)
- ✅ 15K+ customers served/month
💰 Efficiency
- ✅ 78% reduction in response time
- ✅ R$180K monthly operational savings
- ✅ 85% automatic resolution
- ✅ Team reduced from 12 to 4 people
💬 Client Testimonial:
“Smart Retail Assistant completely transformed our operation. Not only did we drastically reduce costs, but our customers are more satisfied than ever. The system learns from each interaction and gets better and better. It was the best technology investment we made.”
— E-commerce Director, Online Fashion Chain
🛠️ Tech Stack
Backend
- FastAPI
- LangChain
- PostgreSQL
- Redis
AI/ML
- OpenAI GPT-4
- Pinecone
- Sentence Transformers
- Custom RAG
Infrastructure
- AWS ECS
- CloudWatch
- S3
- Load Balancer
Want similar results in your e-commerce?
Let's talk about how AI can transform your support and increase your sales.