Social Media Content Creation with AI Agent in n8n
The client needed a scalable, automated social media content engine that could continuously generate high-quality content across platforms. The objective was to automate the entire content lifecycle from idea discovery and script generation to media prompts and publishing readiness while maintaining consistency, creativity, and brand quality.
Client
Challenge
The client’s content creation workflow was manual, fragmented, and time-intensive: Ideas were manually researched from YouTube and Instagram Scripts were rewritten repeatedly for different platforms Audio, video, and image prompts were created separately Content quality varied depending on who created it Scaling output meant hiring more people This resulted in inconsistent posting, creative burnout, and high operational cost. The client needed an AI-driven system to automate content creation end-to-end while preserving creative control and quality.
Goal
I designed and implemented a multi-agent AI automation system using n8n that converts scraped social media content into ready-to-publish, multi-format assets. Workflow Overview: Content Discovery & Scraping: Used Apify to scrape YouTube videos (titles, descriptions, transcripts) Instagram reels (captions, themes, engagement signals) AI Idea & Script Generation: Passed scraped content into ChatGPT APIs to Generate fresh content ideas Rewrite scripts aligned with the client’s brand voice Adapt scripts for multiple platforms (Twitter, short-form video, etc.) Media Prompt Generation: Automatically generated AI video prompts AI image prompts Designed for direct use with Gen-AI tools (e.g., video and image generation platforms) AI Voice Creation: Integrated ElevenLabs to convert finalized scripts into natural-sounding audio, enabling: Voiceovers for reels and short videos Audio-first content formats Content Storage & Organization: Saved all outputs into Google Docs and Google Drive, structured by: Platform Content type Creation date Platform Readiness: Prepared Twitter-ready content using Twitter APIs Delivered structured outputs ready for scheduling tools Deployment & Scalability: Entire system is containerized using Docker for reliable deployment and scaling
Result
⏱ Saved dozens of hours per week in manual content creation 🎯 Consistent, high-quality content output across platforms 🔁 Fully repeatable and scalable workflow 📊 Improved posting consistency and audience engagement 🧠 Reduced creative fatigue while increasing content volume
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