Secure On-Premise Chatbot for Global Telecom Provider
Deployed a fully on-premise AI chatbot handling 50,000+ monthly customer queries with 92% resolution rate.
Telecommunications
2024
4 months
6 engineers
50,000+/month
Queries Handled
Automated customer interactions
92%
Resolution Rate
First-contact resolution without human escalation
40%
Cost Reduction
In customer service operations
< 10 seconds
Wait Time
Average response time
The Challenge
The telecom provider needed to modernize customer service while maintaining data sovereignty:
• 200,000+ monthly customer inquiries overwhelming call centers
• Average wait time of 15+ minutes during peak hours
• Customer data must remain on-premise per regulations
• Need for multilingual support across regions
• Integration with legacy billing and CRM systems
Our Solution
We deployed a comprehensive on-premise conversational AI solution:
**On-Premise Infrastructure**
• Set up secure Kubernetes cluster within client's data center
• Deployed open-source LLM with custom fine-tuning
• Implemented air-gapped security with no external dependencies
**Multilingual NLP Capabilities**
• Fine-tuned models for multiple languages and dialects
• Built intent classification for 150+ customer scenarios
• Created entity extraction for account numbers, dates, and amounts
**System Integrations**
• Connected to legacy billing system via secure APIs
• Integrated with CRM for customer history access
• Built escalation workflows to human agents
**Analytics Dashboard**
• Real-time monitoring of chatbot performance
• Customer satisfaction tracking
• Conversation analytics for continuous improvement
"The on-premise deployment was crucial for us. WebAI understood our regulatory requirements and delivered a solution that our customers love while keeping all data within our infrastructure."
V
VP of Customer Experience
Global Telecom Provider
Services Provided
On-Premise Chatbots
LLM Integration
SaaS Integrations
Technologies Used
PythonLlama 2FastAPIPostgreSQLRedisKubernetesReactWebSocket
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