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Generate personalized sales follow-ups from Fireflies transcripts with Gemini & Google Drive

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Important notice

This workflow is provided as-is. Please review and test before using in production.

1. Workflow Overview

Automatically Generate AI Follow Up Messages from Fireflies Transcripts This workflow automates creating personalized follow up messages for your clients based on meeting transcripts fetched from F...

Best for

  • Lead Nurturing automation workflows
  • AI Summarization automation workflows
  • intermediate n8n builders looking for reusable templates

Tools used

n8n-nodes-base.graphql, n8n-nodes-base.set, @n8n/n8n-nodes-langchain.agent, @n8n/n8n-nodes-langchain.lmchatgooglegemini, n8n-nodes-base.googledrive, n8n-nodes-base.stickynote, n8n-nodes-base.googlecalendartrigger, n8n-nodes-base.filter

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Websensepro.

Original n8n.io source

1.1 Workflow description

Title
Generate personalized sales follow-ups from Fireflies transcripts with Gemini & Google Drive
Workflow name
Generate personalized sales follow-ups from Fireflies transcripts with Gemini & Google Drive

Automatically Generate AI Follow-Up Messages from Fireflies Transcripts

This workflow automates creating personalized follow-up messages for your clients based on meeting transcripts fetched from Fireflies. It ensures the right guest information is captured, the transcript is processed by AI, and the output is stored neatly in Google Drive.

What it Does

  1. Triggers on New Appointment: The workflow starts when a new appointment is created in Google Calendar.
  2. Extracts Guest and Appointment Details: The Edit Fields node extract the guest's email, appointment start/end time, status, and creator.
  3. Fetches Transcript from Fireflies: The GraphQL node queries Fireflies using the guest email to fetch the meeting transcript, including sentences, participants, and summary.
  4. Skip IF Empty: The Filter node skip passing the Info to AI Agent if there is no record in Fireflies
  5. Generates Follow-Up Messages via AI: The AI Agent node (powered by Google Gemini) creates 12 personalized follow-up messages/emails for the guest.
  • Messages are conversational, concise, and reference topics and pain points mentioned in the call.
  • The messages are tailored to re-engage the client and guide them towards making a purchase.
  1. Stores Messages in Google Drive: The Google Drive node saves the AI-generated messages in a specific folder, named after the guest, for easy reference.

Use Cases

  • Missed Follow-Ups: Automatically create personalized follow-ups after client calls without manual effort.
  • Sales & Customer Engagement: Ensure every client gets context-specific messages, improving engagement and conversion.
  • Team Collaboration: Messages are saved in Google Drive, making it easy for your team to review and send manually if needed.

Customization

  • Transcript Source: The GraphQL node can be customized to fetch transcripts for specific guests or date ranges.
  • Message Personalization: The AI prompt in AI Agent can be updated to change the tone, style, or length of messages.
  • Storage Folder: You can change the folder in the Google Drive node to organize messages per team, campaign, or client.

Troubleshooting

  • AI Messages Not Generated: Verify AI Agent node is connected to Google Gemini Chat Model and has correct API credentials.
  • Messages Not Saved: Check the Google Drive folder ID and access permissions.

Requirements

  • An N8N instance (self-hosted or cloud).
  • Google Gemini API credentials.
  • Google Drive account with proper folder access.
  • Fireflies API credentials with GraphQL access.

How to Set Up

  • Connect Credentials: In Google Calendar Node, GraphQL, AI Agent, and Google Drive nodes, select your credentials for Google Calendar, Fireflies, Google Gemini, and Google Drive.

  • Set Guest Details Extraction: Verify the Edit Fields node extracts all required fields (first name, last name, email, appointment times, status).

  • Update GraphQL Query: Ensure the query correctly fetches transcripts by guest email. Adjust if your Fireflies workspace uses different fields.

  • Customize AI Prompt: Update AI Agent with the exact instructions for message generation (number of messages, tone, context, platform).

  • Configure Google Drive Storage: Select the proper folder to save messages, ideally using guest name as file name for easy reference.

  • Activate Workflow: Save and activate the workflow.

  • Video Tutorial: Step by step video instructions present here for beginners https://youtu.be/5t9xXCz4DzM

1.2 Logical Blocks

This catalog entry is organized from the workflow JSON. The node-level section below shows the executable blocks available for review before importing the template.

2. Block-by-Block Analysis

Block 1 - GraphQL

Type / Role
n8n-nodes-base.graphql - graphql
Config choices
Version 1.1

Block 2 - Edit Fields

Type / Role
n8n-nodes-base.set - set
Config choices
Version 3.4

Block 3 - AI Agent

Type / Role
@n8n/n8n-nodes-langchain.agent - agent
Config choices
Version 1.9

Block 4 - Google Gemini Chat Model

Type / Role
@n8n/n8n-nodes-langchain.lmChatGoogleGemini - lmChatGoogleGemini
Config choices
Version 1

Block 5 - Google Drive

Type / Role
n8n-nodes-base.googleDrive - googleDrive
Config choices
Version 3

Block 6 - Sticky Note

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 7 - Sticky Note1

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 8 - Sticky Note2

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 9 - Google Calendar Trigger

Type / Role
n8n-nodes-base.googleCalendarTrigger - googleCalendarTrigger
Config choices
Version 1

Block 10 - Filter

Type / Role
n8n-nodes-base.filter - filter
Config choices
Version 2.2

Block 11 - Sticky Note3

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 12 - Sticky Note4

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

3. Summary Table

Workflow Generate personalized sales follow-ups from Fireflies transcripts with Gemini & Google Drive
Complexity intermediate
Nodes 12
Categories Lead Nurturing, AI Summarization
Author Websensepro
Published 17 Nov 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/10926/10926.json as the source template for this automation.

  2. 2. Import the template into n8n

    Open n8n, import the downloaded JSON, and review each node before activating the workflow.

  3. 3. Configure credentials and variables

    Replace placeholder credentials, API keys, webhook URLs, account IDs, and environment-specific values with your own settings.

  4. 4. Test with sample data

    Run the workflow manually or in a staging workspace, inspect node output, and confirm downstream systems receive the expected data.

  5. 5. Activate and monitor

    Enable the workflow only after testing, then monitor executions, errors, and rate limits during the first production runs.

5. General Notes & Resources

Review imported nodes carefully before activation. This catalog entry is intended to help you inspect the workflow structure, understand required services, and find related templates faster.

Node names, credentials, schedules, webhook paths, and external service limits may need adjustment for your workspace.

Frequently asked questions

What does Generate personalized sales follow-ups from Fireflies transcripts with Gemini & Google Drive do?

Automatically Generate AI Follow Up Messages from Fireflies Transcripts This workflow automates creating personalized follow up messages for your clients based on meeting transcripts fetched from F...

What do I need before importing this workflow?

Review the workflow JSON, configure any required credentials in n8n, and test the automation in a safe workspace before using it in production.

Can I customize this workflow?

Yes. Use the block-by-block analysis and the downloadable JSON to inspect each node, then adjust credentials, prompts, schedules, filters, or destinations for your Lead Nurturing, AI Summarization use case.