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AI Content System Overview

Jun 15, 2025

Summary

  • The meeting provided a detailed walkthrough of an AI agent system built to grow LinkedIn audiences by automating content curation, repurposing, and publishing using NA10, Airtable, Telegram, and integrated APIs. Key components include competitor content scraping, AI-powered rewriting, autopublishing, and optional content creation via Telegram. The session covered system architecture, practical demo, and step-by-step setup instructions suitable for both technical and non-technical users, with an offer for free personalized setups for select users.

Action Items

  • No due date – All interested participants: Submit the application form for a chance at a free custom setup and/or access to the free template.
  • No due date – All users: Follow the step-by-step instructions to set up the workflow using provided templates and configure all required API credentials (NA10, Airtable, LinkedIn, OpenAI, Telegram, Perplexity).
  • No due date – Users opting for Telegram agent: Set up Telegram bot via BotFather, configure sender check, and connect to NA10 workflow as outlined.
  • No due date – All users after setup: Activate workflows in NA10 and confirm correct integration with all services before going live.

System Demo and Workflow Overview

  • Demonstrated a three-part workflow: competitor scraping, content agent, and autopublishing using NA10 and Airtable.
  • System scrapes content (text, images, docs, videos) from selected LinkedIn competitors, rewrites it in the user’s style, and prepares it for approval and daily autopublishing.
  • Example post workflow shown live, from scraping Neil Patel’s post to auto-publishing on a personal LinkedIn account.
  • Workflow designed for easy manual review and minor edits before posts are scheduled.

Detailed System Architecture and Setup Instructions

  • Competitor Scraping: Runs weekly via NA10, fetches and deduplicates posts from specified influencer list. Handles text, images (with OpenAI vision), documents (PDFs), and videos (including transcription if audio present).
  • Filtering and Repurposing: AI-powered filtering ensures only relevant content for the chosen niche is processed and repurposed, with options for text, text+image, or text+infographic outputs. Irrelevant posts are excluded.
  • Content Agent (Telegram integration): Optional Telegram bot allows users to submit ideas as text or voice, which are then transcribed, researched (via Perplexity AI), and transformed into draft LinkedIn posts by GPT-4. Posts are added to Airtable for review.
  • Autopublishing: Daily scheduler pulls 'ready' posts from Airtable, auto-publishes to LinkedIn (handling text or image content), and updates post status.

Step-by-Step Setup Guide Provided

  • Instructions cover:
    • Creating NA10 and Airtable accounts, importing workflow templates, and setting database permissions.
    • Setting up and connecting all API keys and tokens (Airtable, OpenAI, Perplexity, LinkedIn, Telegram) in the workflow nodes.
    • Configuring Telegram bot via BotFather for the optional content agent, including sender validation.
    • Manual selection and connection to all required Airtable and NA10 nodes for proper data flow.
    • Final activation of workflows to automate the content process.

Decisions

  • System will only process and repurpose posts marked as "relevant" to user’s niche — Determined by AI prompt-based filtering to maintain content quality and audience fit.
  • Offer to set up system for free for first five users providing a review — To build portfolio and support initial adoption.

Open Questions / Follow-Ups

  • Will there be additional tools added to the content agent in the future (e.g., analytics, engagement tracking), as briefly mentioned?
  • Are there any limitations or anticipated updates regarding the video processing step, particularly for videos without audio?
  • How will user feedback from the free customized setups be incorporated into future template improvements?