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9 contributions to AI Automation Society
🏆 Weekly Wins Recap | Dec 13 – Dec 19
From $3K upsells to first-ever clients and smart AI systems - this week inside AIS+ was all about turning effort into real outcomes. Here are this week’s highlights inside AIS+ 👇 👉 @Abel Alvarado turned a focused weekend build into a $3,000 upsell from an existing client - fast execution, real payoff. 👉 @Noel Payano closed his first-ever $5K client at just 18 - a huge milestone built on courage and action. 👉 Evan Jones completed his first paid workflow, earning more in one hour than 10+ hours of Ubering - skills paying off. 👉 @Simon Cousineau signed a $50K deal using AI to ghostwrite 10 books - his biggest win yet. 👉 @Michael Wacht celebrated turning 60 by stacking wins - #1 on the leaderboard, launched his AI brand, and fully reinvented his path. 🎥 Super Win Spotlight of the Week: @Prentice Alston | From Stuck at 2 AM to Confident Builder Prentice went from late-night frustration and broken workflows to clarity and confidence - by leaning into community support and consistent practice. Through challenges, live help, and real feedback, his understanding of n8n clicked, and he’s now actively pitching, booking conversations, and moving forward. 🎥 Watch his quick story👇 Prentice’s journey is proof that when you don’t quit and you build with others - everything starts to change. ✨ Want to see more wins like these every week? Join the builders inside AI Automation Society Plus - where momentum, community, and action turn learning into real results 🚀
🏆 Weekly Wins Recap | Dec 13 – Dec 19
0 likes • 1h
@Yash Chauhan Thanks Yash!! Lets Keep Momentum Going!!!
1 like • 1h
@Matthew Sutherland Thanks, Nose to Grindstone.
🎉FREE Lifetime Access to AIS+ for Jason
Big shoutout to @Jason Hagen, who just hit Level 8 inside our paid community, AI Automation Society Plus! 🙌 He’s the third member to ever reach this milestone, unlocking FREE lifetime access to AIS+. This is the kind of reward we love giving to members who consistently show up, share insights, and help others grow. Drop a congrats for Jason in the comments below!! Cheers, Nate
🎉FREE Lifetime Access to AIS+ for Jason
3 likes • 2d
Noice! 👊 Congrats @Jason Hagen I've been following you and You DO alot in the community. You definitely deserve this. Carry on!
4 Trending Products/Services You Can Tap Into This Week (Prompts Included)
Every week we see new product and service trends pop up, but the real question is: how do we, as builders and agency owners, actually capitalize on them? I've broken down 4 massive trends that are blowing up right now on Google. But we're not just talking about them. I'm giving you the exact business ideas and the LLM prompts to start building an MVP this week using n8n and AI coding agents. ---------------------------------- TREND #1: THE AI-POWERED STUDY ASSISTANT The Rundown: Tools like Mindgrasp are exploding in the college market. Students upload any study material (lecture notes, PDFs, YouTube videos) and the AI spits out quizzes, flashcards, and summaries. With over 85% of students using AI, this market is a blue ocean of opportunity. The Opportunity: Niche Down for Massive Value Instead of a general study tool, build an "AI MCAT/LSAT/CFA Tutor." Target high-stakes exams where students are already spending thousands on prep. You'll provide a hyper-focused tool that turns dense prep books and lectures into interactive study materials. Your Action Plan: 1. Build a simple web app where a user can upload a PDF or paste text from their study materials. 2. Fire off a webhook to an n8n workflow that processes the text. 3. The workflow uses an LLM to identify key concepts and generate quiz questions and flashcards. 4. The results are stored in a database (like Supabase) and displayed back to the user on the web app. Your Prompts: --- PROMPT FOR N8N WORKFLOW DESIGN: START --- Act as an expert n8n automation architect. I need to design a workflow for my AI Study Assistant app. The trigger is a Webhook that receives a JSON object containing 'userId' and 'studyText'. Here is the step-by-step logic I need you to outline in a clear, actionable format: 1. Parse the input: Extract the 'studyText'. 2. Generate Key Concepts: Send the 'studyText' to a Claude 3.5 Sonnet node. The prompt should ask it to extract the top 10-15 most important concepts, terms, and definitions from the text. The output should be a clean list.
0 likes • 18d
Thanks for the VA (value added) content!
Mistral OCR Failed on 8,000 Legal Documents - Here's My Emergency Fix
Thursday disaster: Law firm's Mistral OCR hitting 64% accuracy on contracts. Partner meeting Friday morning. THE FAILURE CASCADE Client processing merger documents - Mistral OCR: 64% accuracy (unacceptable) - Google Vision: 78% but $400/day cost - Tesseract: 51% (worse) - AWS Textract: Connection timeouts under load 3 AM emergency. Client threatening to fire us. THE HYBRID RESCUE n8n WORKFLOW Built intelligent routing system: Node 1: Document quality assessment - Resolution check - Text density analysis - Table detection - Handwriting presence Node 2: Processing route decision Path A: High-quality typed text → Mistral OCR (fast, cheap) Path B: Poor quality/scanned → Enhanced parsing API Path C: Complex tables → Structured extraction Path D: Mixed content → Multi-pass processing Node 3: Confidence validation and retry logic Node 4: Results merging with conflict resolution Node 5: Human review queue for <85% confidence THE FRIDAY MORNING SAVE Reprocessed all 8,000 documents overnight: - 4,200 docs: Mistral only (97% accuracy) - 2,400 docs: Enhanced parsing (94% accuracy) - 1,100 docs: Structured extraction (96% accuracy) - 300 docs: Human review flagged Overall accuracy: 95.8% Processing cost: $127 (vs $400 Google Vision estimate) Processing time: 6 hours (vs 3 days manual) Partner meeting result: "This is exactly what we needed." SCALED THE HYBRID APPROACH Now standard across all document workflows: - No single OCR for everything - Intelligent routing based on document characteristics - Automatic fallback strategies - Cost optimization through right-tool-for-job Current legal document processing: - 12 law firms using hybrid system - 150,000+ documents monthly - 96.4% average accuracy - Monthly revenue: $18,400 THE LESSON LEARNED OCR isn't broken. Using wrong OCR for the document type is broken. Hybrid routing now handles: - Medical forms: Handwriting detection → Enhanced processing - Invoices: Template matching → Standard OCR - Contracts: Complexity assessment → Appropriate method
1 like • 18d
Nice rebound!
🚀 INSANE DEAL: Get 1 Year of Perplexity Pro 100% FREE! 🚀
Hey everyone, just found a great deal! You can get one year of Perplexity Pro for FREE if you have a Paypal account. Here's the link to grab it: https://www.perplexity.ai/join/p/paypal-subscription Enjoy! 🚀
🚀 INSANE DEAL: Get 1 Year of Perplexity Pro 100% FREE! 🚀
1 like • Nov 14
Thats righhttt, Perplexity and Paypal partnered up last year. They are going to be a huge part in Paypal's ecosystem when it comes to Paypal ads and suggesting products to customers. I'll check this out ASAP!
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@prentice-alston-2594
Lifelong Learner Longing for Lavish Life

Active 32m ago
Joined Oct 1, 2025
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