RAG & Knowledge Basesfree

LENOHA-Customer-Support

by Maxim OsipovsUpdated Aug 2026

Requires

Google SheetsGoogle Gemini

1/5

FLOWS

STEPS · 5

Run manually by an operator

On a chat message, retrieves answers from an in-memory vector store of Google Sheets data and replies using Google Gemini.

Google Docs — Google Gemini

On manual run, indexes documents into Pinecone, then a Gemini agent retrieves context and writes outputs to Google Docs, Sheets, and Drive.

On manual trigger, answers queries via a Gemini and OpenAI agent over a Pinecone vector store built from Google Docs, Sheets, and Drive.

On manual run, embeds documents into Qdrant, then generates content with Gemini and OpenAI and writes results to Google Docs.