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Custom Chatbot Deployment
AI

Custom Chatbot Deployment

January 2024
Enterprise Solutions Corp
Duration:5 months

Overview

Fine-tuned LLMs for personalized knowledge-based retrieval augmented generation (RAG) and automated ticketing.

This enterprise chatbot solution transforms how organizations manage internal knowledge and support requests through personalized AI assistants trained on company-specific information.

By fine-tuning large language models and implementing advanced retrieval augmented generation (RAG), the system provides accurate, contextually relevant responses based on organizational documentation and policies.

The automated ticketing integration ensures that complex queries beyond the chatbot's capabilities are seamlessly routed to the appropriate human specialists, with relevant context already captured.

Technologies

PyTorchLangchainPineconeFastAPIDockerKubernetesElasticSearchReact

Key Features

  • Document-aware responses with source citations
  • Role-based access control for sensitive information
  • Automated ticket creation and routing
  • Conversation summarization for handoffs
  • Multi-language support
  • Usage analytics and insight generation
  • Self-improving through feedback loops

Challenges & Solutions

Information Security

Implemented a robust permission system that restricts information access based on user roles and authentication status, with full audit logging.

Knowledge Freshness

Created an automated document ingestion pipeline with change detection to ensure the knowledge base remains current as organizational documentation evolves.

Response Accuracy

Developed a specialized retrieval system that combines semantic search with metadata filtering to prioritize the most relevant and authoritative sources.

Client Feedback

"Our support team's efficiency increased by 67% after implementing this chatbot. It handles routine queries flawlessly while ensuring complex issues reach the right specialist with all necessary context."

David Patel

David Patel

CIO, Enterprise Solutions Corp

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