{"product_id":"ai-youtube-comment-intelligence-system-auto-scraper-transcript-extractor-make-com","title":"AI YouTube Comment Intelligence System – Auto-Scraper, Transcript Extractor,  (Make.com )","description":"\u003cp\u003eTurn any YouTube video into \u003cstrong\u003einstant audience insights, AI-generated summaries, sentiment reports, and new viral video ideas\u003c\/strong\u003e—all fully automated.\u003c\/p\u003e\n\u003cp\u003eThis advanced Make.com automation scrapes YouTube comments, combines them, extracts the video transcript, summarizes the content, analyzes viewer emotions, and generates ranked video ideas. Everything is then automatically saved into Airtable.\u003cbr\u003e\u003c\/p\u003e\n\u003cp\u003eIf you want a \u003cstrong\u003eplug-and-play YouTube intelligence engine\u003c\/strong\u003e, this is the most complete workflow on the market.\u003c\/p\u003e\n\u003chr\u003e\n\u003ch1\u003e⭐ \u003cstrong\u003eWHAT THIS AUTOMATION DOES\u003c\/strong\u003e\n\u003c\/h1\u003e\n\u003ch3\u003e\u003cstrong\u003e✔ 1. Auto-Trigger via Apify Webhook\u003c\/strong\u003e\u003c\/h3\u003e\n\u003cp\u003eThe workflow begins the moment an \u003cstrong\u003eApify Actor\u003c\/strong\u003e finishes scraping YouTube data.\u003c\/p\u003e\n\u003chr\u003e\n\u003ch3\u003e\u003cstrong\u003e✔ 2. Fetches Up to 100 YouTube Comments Automatically\u003c\/strong\u003e\u003c\/h3\u003e\n\u003cp\u003eIt retrieves cleaned comment data in JSON format for fast processing.\u003c\/p\u003e\n\u003chr\u003e\n\u003ch3\u003e\u003cstrong\u003e✔ 3. Aggregates All Comments Into One AI-Ready Text Block\u003c\/strong\u003e\u003c\/h3\u003e\n\u003cp\u003eA two-step aggregator merges all comments into a single text document used for sentiment and idea generation.\u003c\/p\u003e\n\u003chr\u003e\n\u003ch3\u003e\u003cstrong\u003e✔ 4. Extracts the Video Transcript Using Custom Python Code\u003c\/strong\u003e\u003c\/h3\u003e\n\u003cp\u003eThe system automatically extracts the original video transcript via the YouTube Transcript API.\u003c\/p\u003e\n\u003cp\u003eThe Python block:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003eDetects YouTube video ID\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eFetches transcript\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eReturns clean text\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eThis unlocks deep AI analysis.\u003c\/p\u003e\n\u003chr\u003e\n\u003ch3\u003e\u003cstrong\u003e✔ 5. AI Generates a 35-Word Summary of the YouTube Video (GPT-4o)\u003c\/strong\u003e\u003c\/h3\u003e\n\u003cp\u003eThe workflow creates a concise, high-quality summary that captures the main ideas without fluff.\u003c\/p\u003e\n\u003cp\u003ePerfect for:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003eContent repurposing\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eSocial media captions\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eResearch databases\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003chr\u003e\n\u003ch3\u003e\u003cstrong\u003e✔ 6. Sentiment Analysis of Viewer Comments (GPT-4o)\u003c\/strong\u003e\u003c\/h3\u003e\n\u003cp\u003eAI reads the combined comment block and produces a \u003cstrong\u003e35-word emotional + sentiment breakdown\u003c\/strong\u003e, including:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003ePositive \/ Negative \/ Neutral percentages\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eEmotional trends\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eKey patterns viewers mention\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003chr\u003e\n\u003ch3\u003e\u003cstrong\u003e✔ 7. AI Generates 5 Ranked Video Ideas for Your Next Upload\u003c\/strong\u003e\u003c\/h3\u003e\n\u003cp\u003eUsing sentiment, themes, and engagement signals from comments, GPT-4o produces:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eFive new video ideas\u003c\/strong\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eEach with a curiosity-driven title under 50 characters\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eRanked from most to least relevant\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eEach with an emoji\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eThis helps you create \u003cstrong\u003evideos the audience actually wants\u003c\/strong\u003e.\u003c\/p\u003e\n\u003chr\u003e\n\u003ch3\u003e\u003cstrong\u003e✔ 8. Automatically Stores Everything in Airtable\u003c\/strong\u003e\u003c\/h3\u003e\n\u003cp\u003eThe final step writes all insights into your Airtable table, including:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003eVideo URL\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eYouTube Title\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eAI Summary\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eSentiment Report\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eVideo Ideas\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eThis becomes your \u003cstrong\u003eYouTube content intelligence library\u003c\/strong\u003e.\u003c\/p\u003e\n\u003chr\u003e\n\u003ch1\u003e🎯 \u003cstrong\u003eWHAT YOU GET FROM THIS TEMPLATE\u003c\/strong\u003e\n\u003c\/h1\u003e\n\u003ch3\u003e\u003cstrong\u003eFrom just one YouTube URL, the automation gives you:\u003c\/strong\u003e\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003eClean video transcript\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e35-word AI summary\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eAggregated comment dataset\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eSentiment analysis report\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e5 video ideas ranked by demand\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eAll results stored automatically in Airtable\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eEverything happens \u003cstrong\u003ewithout writing, editing, or manual scraping\u003c\/strong\u003e.\u003c\/p\u003e\n\u003chr\u003e\n\u003ch1\u003e🧠 \u003cstrong\u003ePERFECT FOR:\u003c\/strong\u003e\n\u003c\/h1\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003eYouTube creators\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eAgencies\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eScriptwriters\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eResearch teams\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eEditors\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eAI automation agencies\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eShorts\/Reels repurposing workflows\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eIf you want to know \u003cstrong\u003eexactly what your audience wants you to make next\u003c\/strong\u003e, this system does the thinking for you.\u003c\/p\u003e\n\u003chr\u003e\n\u003ch1\u003e🚀 \u003cstrong\u003eWHY THIS TEMPLATE IS EXTREMELY POWERFUL\u003c\/strong\u003e\n\u003c\/h1\u003e\n\u003cp\u003eBecause it turns raw video + comments into:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003eInsight\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eOpportunities\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eContent strategy\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eNew viral ideas\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003eData-driven decisions\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eAll in under 10 seconds once configured.\u003c\/p\u003e\n\u003cp\u003eNo more guessing.\u003cbr\u003eNo more manual scraping.\u003cbr\u003eNo more wasted content.\u003c\/p\u003e\n\u003cp\u003eThis is your \u003cstrong\u003eAI YouTube optimization engine\u003c\/strong\u003e.\u003c\/p\u003e\n\u003chr\u003e\n\u003cp\u003e \u003c\/p\u003e","brand":"virgin ai","offers":[{"title":"Default Title","offer_id":42932608270399,"sku":null,"price":46.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0652\/0769\/7471\/files\/generated_image_bd5c355a-a736-484b-a61e-43308e9d864c.png?v=1771353634","url":"https:\/\/sierraugc.shop\/products\/ai-youtube-comment-intelligence-system-auto-scraper-transcript-extractor-make-com","provider":"SIERRA AI ","version":"1.0","type":"link"}