Fully Automated Multilingual Videos Using Make.com & AI
- Trinetra Kumar
- May 9
- 3 min read

Introduction
In the modern online world, global content creation is a must. Yet, video multilingual content creation has usually been costly and time-consuming in the past. Make.com (previously known as Integromat) provides a great no-code approach that enables creators to revolutionize their workflow automation by automatically captioning and converting videos into a variety of languages without any manual intervention.

Understanding the Power of No-Code Automation for Content Creation
The automation workflow we're exploring today leverages several powerful APIs and services:
Google Drive for file storage
Google Translate for text translation
ElevenLabs for AI voice synthesis
ChatGPT's Whisper for transcription
JSON to Video for caption generation
This combo allows you to automatically produce versions of a single movie in Spanish, German, Italian, or any other language you choose, with genuine-sounding voiceovers and synced captions.
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Developing Your Multilingual Video Automation System: A Step-by-Step Guide
Step 1: Setting Up Your Source Video
Utilize Google Drive for storing your video.
Name the folder "multilingual clips" or something similar.
Giving permission to "Anyone with the link" to distribute the file.
The shared URL can be used to copy the file ID.

Step 2: Configuring the Initial Modules
Begin with an HTTP module to download your source file
Add Cloud Convert to transform the video into an MP3 audio file
Use ChatGPT's Whisper to create an accurate transcription
Set up an iterator to loop through your target languages (e.g., "es" for Spanish, "de" for German)

Leveraging AI Services for Translation and Voice Generation
Setting Up Google Translate API
Create a new project in Google Cloud Console
Enable the Cloud Translation API
Set up billing (there's a small charge for this service)
Generate an API key

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Integrating ElevenLabs for Natural-Sounding Voiceovers
Create an ElevenLabs account
Using their Instant Voice Cloning function to clone your own voice is optional.
Select the "11 Multilingual Version 2" model
Connect the translated text to generate audio files

Final Production: Adding Captions and Creating Finished Videos
Using JSON to Video for Caption Generation
Create a JSON to Video account and obtain your API key
Configure a request over HTTP with particular parameters:
Original video file ID
Generated audio file
Language code for captions
Managing File Storage and Distribution
The final steps involve:
Adding a "Sleep" module to allow processing time
Retrieving the completed video from JSON to Video
Uploading the finished multilingual videos back to Google Drive
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Practical Applications and Business Benefits
This automated multilingual video system offers numerous advantages:
Increased Global Reach: Communicate with audiences in their native tongues instantly
Big Cost Savings: Get rid of the need for voice actors, interpreters, and video editors.
Time-to-Market Quicker: Cut production time from weeks to hours
Consistent Brand Voice: Maintain the same voice across all language versions
Scalable Solution: Easily add more languages as your audience grows
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Conclusion: Embracing the Future of Content Automation
For content producers and digital marketers, the ability to generate multilingual material at scale represents a new frontier. Using no-code platforms such as Make.com combined with AI services, you can revolutionize your content strategy without requiring technical expertise.
Key takeaways:
Everyone can produce multilingual videos thanks to no-code automation.
The process combines file handling, transcription, translation, voice synthesis, and caption generation
Once set up, the system runs without human intervention
You can easily scale to additional languages as needed
Whether you're an individual producer looking to target global consumers or an international company wanting to simplify localization processes, this machine-based method provides a refined, cost-effective solution to one of content marketing's most intractable problems.