The basic structure is n8n video automation, and it is a system that automatically generates a 1-hour video. The script source is scraped through the Google App Studio app, then learned through RAG or a Vector DB, and the script is created according to the learned outline. The generated script is converted into images and videos and created as the final long/short videos. When generating the video, AI models and free BROLL sources like Pixabay and PEXEL are used, downloading in bulk through API and uploading to the cloud, then inserting images or videos that match the script content. Text is automatically uploaded to all text-based SNS platforms, and video is automatically uploaded to all video-based SNS platforms (PowerAutomate preferred: easy). LinkedIn and YouTube emails are scraped and automatically sent (there are JSON files and tutorial videos that allow YouTube email without Selenium). SNS data analysis development: (How to create it for free with Google Studio Apps Script instead of n8n + n8n Reels analysis tool) The overall flow is: after n8n development, UIUX and Supabase are used for customer management and payment connection (other tools also possible, you can suggest). Reference materials: Through these, development can be done very easily. Some parts have JSON files that can be downloaded and added very easily. Will you generate the content using your own GPU or by 3rd party rental? - Do you already have a defined script outline/template, or should the RAG system infer structure automatically? - What is the target cloud… more