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Natural Language Processing for Customer Support

Project Details

Category

AI & Machine Learning

Client

Confidential (Major Telecom)

Industry

Telecommunications

Duration

11 months

Technologies Used

PythonTensorFlowBERTFastAPIReactDocker

Natural Language Processing for Customer Support

This cutting-edge NLP solution was developed for a major telecommunications company to automate and enhance their customer support operations. The AI-powered system can understand complex customer queries, provide accurate responses, and seamlessly escalate to human agents when necessary.

The Challenge

Processing and understanding a wide range of customer inquiries across multiple service lines, while maintaining context throughout conversations and ensuring high accuracy in responses.

Our Solution

We developed a sophisticated NLP system using transformer-based architecture (BERT) fine-tuned on the client's historical support data. The system was containerized using Docker and deployed on the client's cloud infrastructure.

Results & Impact

The system now handles 60% of all customer inquiries without human intervention, has reduced average response time from 15 minutes to 30 seconds, and maintains a 92% customer satisfaction rating.

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