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AI Automation Society

438.8k members • Free

14 contributions to AI Automation Society
𝐒𝐩𝐞𝐜𝐢𝐚𝐥 𝐎𝐟𝐟𝐞𝐫 𝐟𝐨𝐫 𝐄𝐚𝐫𝐥𝐲 𝐂𝐥𝐢𝐞𝐧𝐭𝐬: 𝐈’𝐥𝐥 𝐁𝐮𝐢𝐥𝐝 𝐏𝐫𝐚𝐜𝐭𝐢𝐜𝐚𝐥 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭𝐬 𝐭𝐨 𝐑𝐞𝐝𝐮𝐜𝐞 𝐌𝐚𝐧𝐮𝐚𝐥 𝐖𝐨𝐫𝐤
Special Offer for Early Clients: I’ll Build Practical AI Agents to Reduce Manual Work Hi everyone, I’m currently looking for 1–2 early clients who want to test practical AI automation workflows for their business. I build AI agents and automation systems using tools like n8n, Airtable, Gmail, Slack, and AI models. I can help with workflows such as: • AI Email Reply Agent with human approval • Customer support / feedback routing agent • CRM or lead follow-up automation • Airtable + n8n workflow automation • Human-in-the-loop AI agents • Content workflow automation Special offer: I’m open to building a small MVP/prototype at a discounted rate for early clients. The goal is to first understand your current workflow, identify repetitive manual work, and build a practical automation that can save time. I don’t want to overpromise without understanding the process first, so I’d prefer to review your workflow first and then suggest a simple MVP. If the automation adds value and reduces manual work, we can continue with a paid implementation or improvement plan. Open to feedback, collaboration, or a first small client project.
0 likes • 11d
@Asad Patel Hey Asad! Appreciate you commenting 😊 Love that you’re already working with n8n, Airtable and AI for sales automation. That’s exactly the kind of work I’m doing for early clients right now. Let’s connect on DM. Can you share: - Your portfolio/work samples - The kind of clients you’ve helped with ~80% automation - Your rates for early access projects Excited to see if we can collaborate!
0 likes • 7d
@Ryan Herrington Hey Ryan, thanks for sharing the form! I checked it out. Just wanted to clarify - I'm currently available for project-based work and collaborations with clients. Is this role open to contractors/freelancers for specific AI automation projects? I'd love to help build agents for your clients on a per-project basis. Looking forward to hearing from you!
𝑭𝒓𝒐𝒎 𝒐𝒏𝒆 𝒄𝒐𝒏𝒕𝒆𝒏𝒕 𝒊𝒅𝒆𝒂 𝒕𝒐 𝒓𝒆𝒂𝒅𝒚-𝒕𝒐-𝒑𝒐𝒔𝒕: 𝑰 𝒃𝒖𝒊𝒍𝒕 𝒂𝒏 𝑨𝑰 𝑻𝒊𝒌𝑻𝒐𝒌 𝒂𝒖𝒕𝒐𝒎𝒂𝒕𝒊𝒐𝒏 𝒑𝒓𝒐𝒕𝒐𝒕𝒚𝒑𝒆 𝒊𝒏 𝒏8𝒏
I recently built an AI TikTok / Shorts Content Factory prototype using n8n. The idea behind this workflow is simple: A user submits one content idea, and the workflow turns it into a structured short-form content production pipeline with AI generation, human approval, tracking, and ready-to-post status. What the prototype includes: ✅ Content input form ✅ AI-generated hook, script, captions, scene plan, and prompts ✅ Airtable content tracking ✅ Human approval before moving forward ✅ Approve / reject / revise routing ✅ Revision Agent for improving content based on feedback ✅ Second approval after revision ✅ Final video prompt preparation ✅ Voiceover placeholder for future voice API integration ✅ Video generation placeholder for production API integration ✅ Final video review ✅ Posting placeholder ✅ Final Airtable status: Ready to Post This is currently a working prototype, not a full production system yet. The real voiceover, video generation, and posting APIs can be connected depending on the client’s tools, API access, and production requirements. What I focused on most was building the workflow architecture properly: Idea → AI content → Airtable tracking → human approval → revision → final prompt → voice/video/posting stages. I believe human approval is important in AI automation because it keeps quality control in the process instead of blindly automating everything. Special offer for first clients: I’m opening a few discounted MVP build spots for early clients who want to test AI automation in their content or business workflow. This can include: • AI content workflows • Email reply agents • CRM / lead follow-up automations • Human approval workflows • Airtable + n8n automation systems The goal is to build a practical working prototype first, then improve it based on the real use case. Open to feedback from anyone building AI content workflows, short-form video systems, or client automation workflows.
𝑭𝒓𝒐𝒎 𝒐𝒏𝒆 𝒄𝒐𝒏𝒕𝒆𝒏𝒕 𝒊𝒅𝒆𝒂 𝒕𝒐 𝒓𝒆𝒂𝒅𝒚-𝒕𝒐-𝒑𝒐𝒔𝒕: 𝑰 𝒃𝒖𝒊𝒍𝒕 𝒂𝒏 𝑨𝑰 𝑻𝒊𝒌𝑻𝒐𝒌 𝒂𝒖𝒕𝒐𝒎𝒂𝒕𝒊𝒐𝒏 𝒑𝒓𝒐𝒕𝒐𝒕𝒚𝒑𝒆 𝒊𝒏 𝒏8𝒏
1 like • 17d
@Sagar Patel Hi Sagar, sure. I built an AI TikTok / Shorts Content Factory prototype in n8n. It takes a content idea from a form, uses AI to generate the hook, script, captions, scene plan, avatar/dog prompt, posting caption, hashtags, and CTA, then saves everything in Airtable. The workflow also includes human approval, approve/reject/revise routing, a Revision Agent, second approval after revision, final video prompt preparation, voiceover/video generation placeholders, final review, and ready-to-post status. It’s a working prototype right now, and the real voiceover, video generation, and posting APIs can be connected based on the client’s tools. Happy to share a short demo or explain the workflow further.
1 like • 14d
@Jason Elam Hi Jason, thank you so much for this detailed feedback. That makes a lot of sense. I intentionally kept the approval loop in the prototype because I wanted the workflow to stay human-controlled before moving toward publishing. I really like your suggestion about hardening the state layer with clear status, revision history, error reasons, retry count, and owner tracking. That would definitely make the workflow more production-ready. Also agree on separating the voice, video, and posting adapters so the core workflow stays stable even if the client changes tools later. I’ll include these improvements in the next version. Appreciate your thoughtful feedback.
Possible Partnership
Im trying to build an AI Voice agent for order taking with small businesses in the Boston area. Im a lifetime Sales Guy and learning the new tech. I have a Voice Agent set up but need some help finalizing the finishing touches to make it something I can go sell hard... Im willing to offer someone an equity stake in my company if they help me finish my project so I can go sell it.
0 likes • 17d
Hi Anthony, this sounds like a strong use case. I’ve been building AI automation workflows in n8n, including human-in-the-loop agents, Airtable tracking, approval flows, and AI workflow prototypes. I’d be happy to take a look at your current voice agent setup and help identify what finishing touches are needed to make it more usable for small business order-taking. Happy to connect if you’re still looking for support.
Looking for someone who has already built an AI-automated TikTok page (paid)
Hey everyone 👋 I'm the founder of BauVet (bauvet.it), an Italian DTC brand selling dog supplements. We sell in Italy and across several other European markets, and right now almost all of our acquisition runs on Meta Ads. I want to open a second channel: a fully AI-generated TikTok page growing organically, driving traffic to the site through the link in bio. The format I want to replicate Talking-head "dog expert" style: a person in a pet-supply shop setting, holding a puppy, pointing at a part of its body while delivering one counter-intuitive tip in 20-30 seconds. Word-by-word captions, keyword highlighted. The avatar has to be the exact same person every time. The dog has to be the exact same dog. Full consistency across every video. The goal 5 videos a day at fixed times. Zero manual work: the AI generates the idea, the script, the image, the video with native audio, the captions, and publishes it. The stack I'm planning on n8n self-hosted as the orchestrator Veo 3.1 Lite via the Gemini API for video (6s clips, native audio) Nano Banana Pro / reference elements to lock the avatar and the dog Whisper + ffmpeg for burned-in captions An audited TikTok posting API for true direct post (Post for Me, Zernio or similar — not inbox/draft mode) I've already run the numbers on volume and cost. I'm not starting from zero on theory — I need someone who has actually taken this to production. Where I specifically want help Keeping the avatar and the dog consistent across hundreds of generations without drift Lip-sync quality in Italian — this is my main technical risk, and most people building these pages are working in English, so I need someone who has dealt with a non-English language Genuinely automated direct posting to TikTok, not drafts I have to approve by hand Avoiding reach throttling: AIGC labelling, content variation, posting cadence Who I'm looking for Someone who has already built and run a page like this. I'm not looking for general AI consultants — I'm looking for someone who can show me a live page and tell me what broke along the way.
0 likes • 20d
Hi 👋 I’m currently building a related n8n-based AI content-to-video automation workflow. My current workflow includes: - Content idea intake - AI-generated script, captions, CTA, scene plan, and video draft - Airtable content tracking - Human approval and revision flow - ElevenLabs voiceover generation - Video generation workflow testing - Final approval and status tracking - Posting on YouTube I understand your requirement is more advanced, especially around consistent avatar/dog generation, talking-head style videos, burned-in captions, posting cadence, and TikTok publishing. I haven’t built the exact production system yet, but I’m already working in the same direction and would be happy to discuss the architecture or help build a prototype/part of the system. I’m sharing a screenshot of my current workflow home page for reference. Do you already have n8n self-hosted and API access for Gemini/Veo, TikTok posting, and storage, or would that also need to be set up?
🚀 𝑩𝒖𝒊𝒍𝒕 𝑽𝒆𝒓𝒔𝒊𝒐𝒏 2 𝒐𝒇 𝒎𝒚 𝑨𝑰 𝑬𝒎𝒂𝒊𝒍 𝑹𝒆𝒑𝒍𝒚 𝑨𝒈𝒆𝒏𝒕 𝒘𝒊𝒕𝒉 𝒏8𝒏
I improved my email automation based on feedback I received from this community. This version now includes: ✅ Gmail email checking ✅ Thread history ✅ AI reply generation ✅ Risk level detection ✅ Human approval for sensitive emails ✅ Approve / Reject / Revise flow ✅ Revised draft generation ✅ Airtable audit logging ✅ Final sent message ID ✅ Duplicate protection ✅ Error alert workflow In the demo, I tested a payment/refund-related email. The workflow detected it as high-risk, asked for human approval, allowed draft revision based on reviewer feedback, and only sent the final reply after approval. I’m still learning and improving, but I’m open to small, scoped automation projects around Gmail, Airtable, approval flows, and AI customer support workflows. Special thanks to @Jason Elam , @Igor Ganapolsky , and @Chetan Mishra for the helpful feedback that guided this version. Feel free to DM me if you need something similar.
🚀 𝑩𝒖𝒊𝒍𝒕 𝑽𝒆𝒓𝒔𝒊𝒐𝒏 2 𝒐𝒇 𝒎𝒚 𝑨𝑰 𝑬𝒎𝒂𝒊𝒍 𝑹𝒆𝒑𝒍𝒚 𝑨𝒈𝒆𝒏𝒕 𝒘𝒊𝒕𝒉 𝒏8𝒏
0 likes • 23d
@Tsvetomir Krumov Thanks, Tsvetomir. Great to hear you’re exploring n8n! To answer your question about the approval step: In V2, the workflow pauses after draft generation and triggers a dedicated approval interface. The process works as follows: 1. Draft Generated: The LLM creates the response based on context and guardrails 2. Approval Request: An email is sent to the reviewer containing the draft and action buttons: Approve, Reject, or Revise 3. Workflow Resume: n8n waits for the form submission. Based on the selection, it either sends the email, discards it, or loops back to the LLM with revision notes 4. Logging: Upon final approval and sending, all details including category, risk, and status are stored in Airtable I kept this version platform-agnostic and used email + web form instead of Slack to maximize compatibility. Integrating Slack or Teams for approvals is on the roadmap for V3. Happy to discuss the n8n setup further if you’re building something similar.
1 like • 23d
@Leela Krishna Thank you so much Leela! You’re absolutely right — on the surface it looks like a simple "email in, reply out" but the real challenge is in the reliability, safety, and tracking ! Appreciate you watching the video and the encouragement! Building in public has been the best way to get feedback and improve. Wishing you success as well ✨
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Saira Umar
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66 points to level up
@saira-umar-3242
New to AI Automation | Building agents with n8n Helping businesses automate so they can focus on growth

Active 5h ago
Joined Jul 12, 2026
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