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18 contributions to AI Automation Society
Insta/Whatsapp Message Aggregation
UPDATE: I managed that through aggregating the messages in two separate Google Sheets, that's working. BUT - only for Telegram. The Bummer is: if Instagram is connected via Manychat, it's not gonna work. Manychat timeouts HTTP requests that take longer than 10s. So any external delay means failing automation... For those using n8n with Instagram or WhatsApp chatbots, how do you handle message aggregation? For example, if a user sends three separate messages that are actually part of one query: Hi Quick question What's the pricing? Without any processing, n8n would trigger three separate webhooks. How do you ensure that these get consolidated into a single message before passing it on to the chatbot workflow? - Do you rely on external tools for this? - Or do you build a buffer automation in n8n that waits (e.g. 10–20 seconds) to capture multiple messages within that window and then merge them? Curious to hear how others approach this—thanks!
1 like • 29d
Ednan Abdullayev Yes — this is definitely possible with something like Upstash/Redis. To solve the message grouping challenge, we’ll implement a “Buffer and Wait” strategy using Redis. I recommend Upstash, since its simple REST API integrates smoothly with n8n’s HTTP Request node. The core idea is a configurable grouping window (e.g. 5 seconds) - the max time the system will wait for related parts of a single task. If messages from the same user arrive within this window, they’re grouped as one task. Outside this window, they’re handled separately. Step 1. Create an Upstash Database - Go to Upstash and create a free account. - Click Create Database. - Name your project (e.g. AIS+). - Select your region, leave defaults as-is. - In the dashboard, select cURL as the language option. - Copy the cURL command with your credentials. Step 2. Add a Buffer Node - Create an HTTP Request node in n8n: - Method: POST - URL: https://your-upstash-url.upstash.io/pipeline (example: https://saved-shark-44929.upstash.io/pipeline ) - Authentication: Import from cURL or manually add the Bearer token. - Body Type: JSON - Body Content (sample): [ ["ZADD", "buffer:" + $json.body.entry[0].messaging[0].sender.id + "@instagram", Date.now().toString(), JSON.stringify($json.body.entry[0].messaging[0])], ["EXPIRE", "buffer:" + $json.body.entry[0].messaging[0].sender.id + "@instagram", "60"] ] The value 60 sets the key timeout in seconds. After this time, the key is automatically deleted (you can adjust or omit this as needed). Test execution — you should see an output like: [ { "result": 1 }, { "result": 1 } ] You can also confirm in your Upstash Dashboard. Step 3. Add a Wait Node - Time: 5 seconds (configurable)
HIPAA Chatbot & Voice-Agent Specialist (Consultant/Developer)
🚀 HIPAA Chatbot & Voice-Agent Specialist (Consultant/Developer) Company: SapphireX AI · Engagement: Per-diem consultation leading to potential project · Location: Remote specialist capable of architecting HIPAA-compliant chat and voice automations on no-code/low-code stacks (n8n, Voiceflow, Twilio Studio, Supabase, etc.). Initial engagement focuses on knowledge validation and solution scoping; project work may follow based on demonstrated expertise. Expertise Sought - Documented experience delivering HIPAA-compliant chatbots, IVRs, or health-tech workflows - Command of Safe-Harbor de-identification, encryption, audit logging, and BAA requirements - Proficiency configuring no-code/low-code platforms; light JavaScript or Python preferred Application ProcessEmail [email protected] (subject: HIPAA Specialist) or DM on Skool with: 1. A concise summary of recent HIPAA-related builds 2. One example link or description showing a chatbot/voice implementation 3. Current availability and hourly or project rate Qualified applicants will be contacted to complete a brief technical assessment.
🚀 Hiring: Meta Ads Specialist for AI Automation Company
Company: SapphireX AI Position: Meta Ads Specialist (Contract/Part-time) Location: Remote About The Company SapphireX AI helps high-ticket businesses increase revenue through AI automation systems. The company is launching and is looking for an expert to drive qualified bookings through paid ads. What You'll Do - Run Facebook & Instagram ads to generate qualified leads - Focus on booking generation for our AI automation services - Target business owners - Optimize campaigns for cost-effective lead acquisition - Report regularly on performance and ROI What The Company is Looking For ✅ Proven experience with Meta ads (Facebook/Instagram) ✅ B2B lead generation expertise ✅ Portfolio/case studies showing successful campaigns ✅ Data-driven approach - you optimize based on metrics ✅ Available for regular check-ins and quick responses What You Get - Paid compensation (details discussed in interview) - Permission to use SapphireX as a case study for your portfolio - Long-term partnership potential - more work and higher pay as the company scales - Remote flexibility - Growth opportunity with a company entering a high-demand market Application Email: [email protected] or DM me on Skool Include: 1. Your experience with Meta ads 2. Example of successful B2B service campaign 3. Your availability Looking for someone who can start soon and deliver results.
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I Created a System that creates AI Generated Videos
Hey! I just dropped a COMPLETE GUIDE on building an automated system that generates baby podcast videos with n8n! In this step-by-step tutorial, I show how to create a fully automated workflow that generates viral AI generated baby podcast videos that can get bunch of views. Let me know if you found it useful!
I Created Viral Shorts Generator
Hey! I just dropped a COMPLETE GUIDE on building an automated short video generator with n8n! In this step-by-step tutorial, I show how to create a fully automated workflow that generates viral AI generated shorts that can get bunch of views.
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Ednan Abdullayev
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88points to level up
@ednan-abdullayev-6003
Hey! I'm Ed, an AI expert based in Tampa. Let's connect!

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Joined Feb 21, 2025
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Tampa,FL
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