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Prasad Shembekar
All work

product

Building

Enterprise Knowledge Assistant

Enterprise AI search powered by RAG

The Enterprise Knowledge Assistant is a production-ready AI search platform that connects organizational knowledge from multiple sources and enables secure conversational search with citations — powered by retrieval-augmented generation.

architecture

How it's put together

private networkdata flow ↓
SOURCESPDFWordSharePointNotionDriveSlackINGESTStorageParserChunkingEmbeddingsBullMQRETRIEVALpgvectorSearch APIHybrid searchAIAzure OpenAIOpenAICitation EngineDATAPostgreSQLRedisS3 / Blob

modules

What's inside

DashboardKnowledge SourcesUpload CenterDocumentsSearchAI AssistantConversationsUsersRolesAnalyticsSettings

ai features

What it does

Document Chunking
Embeddings
Vector Search
Hybrid Search
Citations
Conversation Memory
AI Summaries
Knowledge Graph

tech stack

Built with

Frontend

Next.jsReactTailwind CSS

Backend

NestJSPostgreSQLRedisGraphQL

AI

Azure OpenAIOpenAILangChainpgvectorRAG

Event-driven

BullMQRedisKafka

Cloud

DockerAWSAzure

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