AI-Powered Email Replies with Spam Filtering & FAQ Lookup using GPT-4o mini & Pinecone

Last edited 58 days ago

This n8n workflow automates the handling of incoming emails. It detects and filters out spam, searches a knowledge base (FAQ) stored in a Pinecone vector database, and sends a reply using Gmail — all powered by an AI model (GPT-4o mini).

How It Works

  1. Receiving Emails
  • The Gmail Trigger node checks a Gmail inbox every hour.

  • When a new email arrives, it starts the workflow.

  1. Fetching Full Email Content
  • The get_message node retrieves all the details of the message: sender, subject, text, message ID, etc.
  1. Spam Filtering
  • The Spam checker node uses GPT-4o mini to classify the email as either "spam" or "no spam".

  • It detects not only classic spam but also automated messages (e.g. from Google or Microsoft).

  • If marked as "spam", the workflow ends and nothing is processed.

  1. Conditional Filter
  • The If node checks the spam result.

  • Only "no spam" emails proceed to the AI Agent.

  1. AI-Based Reply
  • The AI Agent node generates a response based on:

    • The email content

    • A system prompt defining the assistant’s behavior (polite, professional, under the name “Total AI Solutions”)

    • Information retrieved from the Pinecone Vector Store, which contains FAQs

  • The AI is instructed to always check the vector store before replying.

  • The AI prepares both the subject and the body of the reply.

  1. Sending the Reply
  • The Gmail node sends the reply to the original sender.

  • It uses the original email's ID to keep the thread intact.

  1. Language Model
  • The OpenAI Chat Model node provides GPT-4o mini as the language engine for generating responses.
  1. Memory Support
  • The Simple Memory node maintains short-term context, helpful in multi-turn conversations.
  1. Knowledge Base (FAQ)
  • The Pinecone Vector Store node connects to a Pinecone index (faqmattabott) containing vectorized FAQ content.

  • Vectors are created using the Embeddings OpenAI node.

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