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GenAI Service Desk Intelligence Platform

RAG-powered knowledge base for instant incident resolution

Symcor

Python FastAPI OpenAI RAG ChromaDB LangChain

Overview

Built a GenAI-powered service desk solution that allows support teams to query the entire knowledge base in natural language — surfacing accurate, context-grounded answers instantly rather than searching through ticket histories and documentation. Includes a production RAG pipeline ingesting documents from Google Drive with automated sync, chunking, and semantic search.

Highlights

  • RAG pipeline ingesting tickets, runbooks, SOPs, FAQs into ChromaDB vector store
  • Google Drive document sync with Sentence Transformers embeddings
  • Semantic search across large enterprise corpora
  • Reduced MTTR for recurring incidents
  • Multi-tenant K8s deployment with auto-scaling, persistent vector storage, and TLS
  • Async FastAPI REST endpoints consumed by React Native mobile app