RAG & Knowledge Basesfree

Gmail Customer Support Auto Responder with Ollama LLM and Pinecone RAG

by Aashit SharmaUpdated Aug 2026

Requires

GmailOllama

1/5

STEPS · 9

Starts on a Gmail event

On an incoming Gmail message, classifies it and replies using an Ollama agent grounded in Pinecone vector search.

RAG Support Agent With Pinecone

On a Slack or chat message, a RAG agent retrieves from Pinecone using OpenAI and Anthropic models and replies via Gmail.

On an incoming Gmail or chat message, embeds Slack content into Pinecone and answers queries with OpenAI and Anthropic agents.

On new Gmail messages, embeds content with Ollama into a Postgres pgvector store and sends an AI-drafted Gmail reply.