🎬 Turn TikTok comments into AI avatar videos with Dumpling AI, GPT-4 & Captions.ai

⚡ 354 views · 🎬 Content Creation & Video

💡 Pro Tip — Since TikTok doesn’t have a public API, getting data usually means fragile HTTP scraping. ScraperNode is a community node that gives you clean JSON for TikTok profiles, videos, and comments — drop it into your workflow and skip the parsing.

Description

Who’s it for

This template is perfect for TikTok creators, content marketers, and social media teams who want to turn viral comments into engaging short-form videos without manually scripting, recording, or editing. If you want to keep up with trends and consistently publish high-quality avatar videos, this workflow automates the entire process from comment selection to enhanced final video.

What it does

The workflow takes TikTok video URLs and their top comments from a Data Table, extracts the transcript using Dumpling AI, and uses GPT-4 to write a natural and engaging TikTok script inspired by the comment. It then generates a full AI avatar video through Captions.ai, enhances it with subtitles and B-roll using Submagic, and finally saves all video details into Airtable for tracking.

Here’s what happens step by step:

1. Pulls TikTok videos and their top comments from a Data Table
2. Sends video URLs to Dumpling AI to retrieve transcripts
3. Feeds both transcript and comment into GPT-4 to generate a conversational TikTok script
4. Cleans and formats the script using JavaScript
5. Sends the script to Captions.ai to produce an AI avatar video
6. Checks video status and retries if needed
7. Enhances the final video with Submagic for captions and effects
8. Receives the enhanced video via webhook and logs details into Airtable

How it works

1. Schedule Trigger: Runs automatically at set intervals to start the workflow
2. Data Table: Retrieves TikTok video URLs and associated comments
3. Dumpling AI: Extracts transcripts from the video URLs
4. GPT-4: Generates a compelling TikTok script based on the comment
5. JavaScript Node: Cleans up script formatting for a smooth avatar generation
6. Captions.ai: Creates an AI avatar video from the cleaned script
7. Wait & Check: Monitors video creation status and retries if necessary
8. Submagic: Enhances the video with captions, zooms, and B-roll effects
9. Webhook & Airtable: Receives final video data and saves URL and ID for future use

Requirements

• ✅ Dumpling AI API key stored as HTTP header credentials
• ✅ OpenAI GPT-4 credentials
• ✅ Captions.ai API credentials
• ✅ Submagic API credentials
• ✅ Airtable base with fields for Video URL and Caption Video ID
• ✅ A properly structured Data Table containing TikTok Keywords or video URLs

How to customize

• Adjust the GPT-4 system prompt to shape the tone, style, or format of the TikTok script
• Change the avatar or creator settings in Captions.ai to match your brand personality
• Modify Submagic settings to control subtitle styling or B-roll effects
• Integrate approval steps before final video generation if needed
• Extend the workflow to auto-publish videos to TikTok or store them in cloud drives

> This workflow lets you transform TikTok comments into engaging AI avatar videos with captions and edits, completely on autopilot. It’s a powerful way to scale content output and stay ahead of trends without manual scripting or filming.

🔗 Nodes Used

Airtable, HTTP Request, Webhook, Schedule Trigger, OpenAI, Data table

📥 Import

Download workflow.json and import into n8n: Workflow menu → Import from File

📖 Importing guide · 🔑 Credential setup