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Automate video voiceover & subtitles with Whisper, OpenAI TTS & FFmpeg

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Automate video voiceover & subtitles with Whisper, OpenAI TTS & FFmpeg preview
Open on n8n.io

Important notice

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

1. Workflow Overview

Automate Video Editing with AI Who’s it for This workflow is ideal for content creators, training providers, agencies, and businesses that need to quickly turn raw videos into polished, captioned, ...

Best for

  • Content Creation automation workflows
  • Multimodal AI automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.stickynote, n8n-nodes-base.manualtrigger, n8n-nodes-base.ssh, n8n-nodes-base.formtrigger, n8n-nodes-base.set, n8n-nodes-base.ftp, n8n-nodes-base.httprequest, n8n-nodes-base.code

Source and attribution

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

Original n8n.io source

1.1 Workflow description

Title
Automate video voiceover & subtitles with Whisper, OpenAI TTS & FFmpeg
Workflow name
Automate video voiceover & subtitles with Whisper, OpenAI TTS & FFmpeg

Automate Video Editing with AI

Who’s it for

This workflow is ideal for content creators, training providers, agencies, and businesses that need to quickly turn raw videos into polished, captioned, or narrated content — without hiring editors or spending hours in manual editing tools.

It’s especially valuable for those who want full freedom of video editing capacity on their own platform instead of relying on costly SaaS tools with heavy limitations, recurring fees, or watermarks.
With this template, you get enterprise-grade AI editing self-hosted in your n8n, under your control.

Perfect for:

  • E-learning & educators producing accessible multilingual lessons
  • Corporate trainers automating internal tutorials and compliance walkthroughs
  • Social media teams creating captioned, high-engagement clips
  • Product teams generating quick demos and explainer videos

How it works / What it does

This template combines AI transcription, TTS voiceover, and video editing with FFmpeg into a single automated pipeline:

  • Voiceover Mode

    • Transcribes video with OpenAI Whisper
    • Cleans text using on-screen frames for accuracy
    • Generates natural AI voiceovers (EN/AR) with OpenAI Speech
    • Re-times the video to match the narration → synced professional dub
  • Subtitle Mode

    • Merges multiple video clips with FFmpeg
    • Transcribes or translates audio to generate SRT subtitles
    • Hardcodes captions directly into the final MP4 (style customizable)

✅ Output: a ready-to-publish MP4 with AI voiceover or burned-in subtitles.


Requirements

  • n8n self-hosted or cloud instance
  • Server with FFmpeg installed
  • OpenAI API key (Whisper + Speech)
  • (Optional) Google Drive credentials for delivery

How to customize the workflow

  • Swap voices in the OpenAI Speech node (change “ash” / “verse” to another).
  • Add languages by extending the dropdown in the Upload Video form.
  • Change subtitle style (font, margins, background) in the Apply Subtitle node.
  • Route final videos to Slack, Notion, or Dropbox instead of Drive.

Why it matters / Benefits

Save hours of manual editing — no need for Premiere/DaVinci for basic voiceovers and captions.
💰 Cut production costs — avoid hiring voice actors and editors for every video.
🌍 Multilingual content instantly — create English ↔ Arabic versions without re-recording.
📈 Boost engagement — subtitles increase video watch time on social media.
🎨 Professional results on autopilot — clean transcripts, natural AI voices, synced visuals.

💡 SaaS vs Self-Hosted

  • Descript, Kapwing, Synthesia → $30–100/month per user, limited exports, watermarks on free tiers.
  • This workflow → one-time template + your own server, only pay OpenAI usage (~$0.006/min for Whisper).
  • You get unlimited exports, no restrictions, and full data ownership.

What you win buying this template

  • A ready-made AI editing studio inside n8n.
  • End-to-end automation: upload → AI → polished video.
  • Works for solo creators and agencies delivering client-ready assets.
  • Scales with your content: handle 1 video or 100, just drop them in.

👉 By purchasing, you get:

  • Full workflow JSON file.
  • Email delivery with setup guidelines.
  • Access to a step-by-step walkthrough video.
  • Contact Us via [email protected].

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 - Sticky Note

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

Block 2 - Sticky Note2

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

Block 3 - Sticky Note1

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

Block 4 - Sticky Note3

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

Block 5 - Initialize Folders

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

Block 6 - R

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

Block 7 - CMF

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

Block 8 - CS

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

Block 9 - UV

Type / Role
n8n-nodes-base.formTrigger - formTrigger
Config choices
Version 2.3

Block 10 - C

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

Block 11 - SUV

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

Block 12 - EA

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

Block 13 - SDA

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

Block 14 - WT

Type / Role
n8n-nodes-base.httpRequest - httpRequest
Config choices
Version 4.2

Block 15 - WS

Type / Role
n8n-nodes-base.code - code
Config choices
Version 2

Block 16 - EF

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

Block 17 - M

Type / Role
n8n-nodes-base.merge - merge
Config choices
Version 3.2

Block 18 - SDF

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

Block 19 - AF

Type / Role
@n8n/n8n-nodes-langchain.openAi - openAi
Config choices
Version 1.8

Block 20 - RT

Type / Role
n8n-nodes-base.code - code
Config choices
Version 2

Block 21 - OS

Type / Role
n8n-nodes-base.httpRequest - httpRequest
Config choices
Version 4.2

Block 22 - CV

Type / Role
n8n-nodes-base.code - code
Config choices
Version 2

Block 23 - SUV1

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

Block 24 - M1

Type / Role
n8n-nodes-base.merge - merge
Config choices
Version 3.2

Showing the first 24 of 42 workflow blocks. Download the JSON for the full node graph.

3. Summary Table

Workflow Automate video voiceover & subtitles with Whisper, OpenAI TTS & FFmpeg
Complexity advanced
Nodes 42
Categories Content Creation, Multimodal AI
Author Lenouar
Published 02 Oct 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/9197/9197.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 Automate video voiceover & subtitles with Whisper, OpenAI TTS & FFmpeg do?

Automate Video Editing with AI Who’s it for This workflow is ideal for content creators, training providers, agencies, and businesses that need to quickly turn raw videos into polished, captioned, ...

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 Content Creation, Multimodal AI use case.