Convert Natural Language to Video JSON Prompts with GPT and Gemini for Veo 3

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Built by Khairul Muhtadin Khairul Muhtadin
Created on June 05, 2026

Description

The Prompt converter workflow tackles the challenge of turning your natural language video ideas into perfectly formatted JSON prompts tailored for Veo 3 video generation.

By leveraging Langchain AI nodes and Google Gemini, this workflow automates and refines your input to help you create high-quality videos faster and with more precision—think of it as your personal video prompt translator that speaks fluent cinematic!

💡 Why Use Prompt Converter?

Save time: Automate converting complex video prompts into structured JSON, cutting manual formatting headaches and boosting productivity.

Avoid guesswork: Eliminate unclear video prompt details by generating detailed, cinematic descriptions that align perfectly with Veo 3 specs.

Improve output quality: Optimize every parameter for Veo 3's video generation model to get realistic and stunning results every time.

Gain a creative edge: Turn vague ideas into vivid video concepts with AI-powered enhancement—your video project's secret weapon.

⚡ Perfect For

Video creators: Content developers wanting quick, precise video prompt formatting without coding hassles.

AI enthusiasts: Developers and hobbyists exploring Langchain and Google Gemini for media generation.

Marketing teams: Professionals creating video ads or visuals who need consistent prompt structuring that saves time.

🔧 How It Works

⏱ Trigger: User submits a free text prompt via message or webhook.

📎 Process: The text goes through an AI model that understands and reworks it into detailed JSON parameters tailored for Veo 3.

🤖 Smart Logic: Langchain nodes parse and optimize the prompt with cinematic details, set reasonable defaults, and structure the data precisely.

💌 Output: The refined JSON prompt is sent to Google Gemini for video generation with optimized settings.

🔐 Quick Setup

Import the JSON file to your n8n instances
Add credentials: Azure OpenAI, Gemini API, OpenRouter API
Customize: Adjust prompt templates or default parameters in the Prompt converter node
Test: Run your workflow with sample text prompts to see videos come to life

🧩 You'll Need

Active n8n instances
Azure OpenAI API
Gemini API Key
OpenRouter API (alternative AI option)

🛠️ Level Up Ideas

Add integration with video hosting platforms to auto-upload generated videos

🧠 Nodes Used

Prompt Input** (Chat Trigger)
OpenAI** (Azure OpenAI GPT model)
Alternative** (OpenRouter API)
Prompt converter** (Langchain chain LLM for JSON conversion)
JSON parser** (structured output extraction)
Generate a video** (Google Gemini video generation)

Made by: Khaisa Studio
Tags: video generation, AI, Langchain, automation, Google Gemini
Category: Video Production
Need custom work? Contact me

Nodes Used (5)

Azure OpenAI Chat Model
@n8n/n8n-nodes-langchain.lmChatAzureOpenAi
Basic LLM Chain
@n8n/n8n-nodes-langchain.chainLlm
Google Gemini
@n8n/n8n-nodes-langchain.googleGemini
OpenRouter Chat Model
@n8n/n8n-nodes-langchain.lmChatOpenRouter
Structured Output Parser
@n8n/n8n-nodes-langchain.outputParserStructured