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FlowHubFluxonLab
RAG & Knowledge Basesfree

Product Recommendation RAG

by Zain AliUpdated Aug 2026
RequiresOpenAIGoogle SheetsGoogle Sheets
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AgRAG AgentMaWhen clicking ‘Execute workflow’When clicking ‘…VSQdrant Vector DatabaseQdrant Vector D…Create EmbeddingDDSet Data Properly in vector databaseSet Data Proper…TSSplit text into chunksSplit text into…Create Embedding2Create Embeddin…SILoop over each productLoop over each …VSGet data from Qdrant databaseGet data from Q…ChWhen chat message receivedWhen chat messa…OpenAI LLMMBStore ChatsGet all products12345
1/5
FLOWS
STEPS · 5
Starts from a chat message

On a chat message, retrieves Google Sheets product data from a Qdrant vector store and returns OpenAI-powered recommendations.

Tags

manualcomplexOpenAIGoogle SheetsLead NurturingAI RAGdiscoveredpending-review
Connects
OpenAIsheetsGoogle Sheets
CategoryRAG & Knowledge Bases
Triggermanual
Complexitycomplex
Nodes13
AddedJun 27, 2026