AI Agents

Automate Google Sheets with Intelligent Agent

11 nodes 336 141 Webhook
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Workflow Description

This template leverages an AI agent powered by language models to process queries and automatically populate Google Sheets with structured data. It combines text processing, semantic search via Pinecone vector storage, and conversation memory to deliver accurate, contextual responses and efficient spreadsheet updates.

How it works

  1. 1.Receive webhook request and route it through the intelligent agent
  2. 2.Split text into chunks and convert keywords into numerical embeddings via Cohere
  3. 3.Search Pinecone vector store for relevant context while maintaining conversation memory
  4. 4.Generate response using Hugging Face language model and write directly to Google Sheets
  5. 5.Store interaction in buffer memory to improve handling of subsequent queries

Use cases

  • Automatically capture customer inquiries and store AI-generated responses in a centralized spreadsheet
  • Build a self-learning knowledge base that extracts insights from stored data and updates continuously
  • Process incoming webhook data, analyze it semantically, and categorize results into designated sheet columns

Requirements

  • Google account with edit permissions on target Google Sheets document
  • API keys for Cohere (embeddings), Hugging Face (language model), and Pinecone (vector database)
  • Pre-configured Google Sheet with required columns for data storage

Service Value

Ready-made workflow template for automation delivery and service execution.

Apps Used

Text Splitter Embeddings Vector Store Memory Lm Chat Hf AI Agent Google Sheets

Details

Trigger Webhook
Nodes 11
Apps 7
Views 336
Downloads 141

How to Use

  1. 1.Click "Download Template"
  2. 2.Open your n8n dashboard
  3. 3.Go to Workflows > Import from File
  4. 4.Select downloaded file and configure credentials

Nodes Used (11)

/

Sticky

Sticky Note

#1

Webhook

Webhook

#2

Splitter

Text Splitter Character Text Splitter

#3

Embeddings

Embeddings Cohere

#4

Insert

Vector Store Pinecone

#5

Query

Vector Store Pinecone

#6

Tool

Tool Vector Store

#7

Memory

Memory Buffer Window

#8

Chat

Lm Chat Hf

#9

Agent

Agent

#10

Sheet

Google Sheets

#11