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Data and Ai Automations

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7 contributions to Data and Ai Automations
๐—•๐˜‚๐—ถ๐—น๐˜ ๐—ฎ ๐—ฅ๐—ฒ๐—ฎ๐—น-๐—ง๐—ถ๐—บ๐—ฒ ๐—ฉ๐—ผ๐—ถ๐—ฐ๐—ฒ ๐—”๐—œ ๐—ฅ๐—ฒ๐˜€๐—ฒ๐—ฎ๐—ฟ๐—ฐ๐—ต ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐˜‚๐˜€๐—ถ๐—ป๐—ด ๐—ป๐Ÿด๐—ป + ๐—ข๐—ฝ๐—ฒ๐—ป๐—”๐—œ ๐ŸŽ™๏ธ๐Ÿง 
๐—•๐˜‚๐—ถ๐—น๐˜ ๐—ฎ ๐—ฅ๐—ฒ๐—ฎ๐—น-๐—ง๐—ถ๐—บ๐—ฒ ๐—ฉ๐—ผ๐—ถ๐—ฐ๐—ฒ ๐—”๐—œ ๐—ฅ๐—ฒ๐˜€๐—ฒ๐—ฎ๐—ฟ๐—ฐ๐—ต ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐˜‚๐˜€๐—ถ๐—ป๐—ด ๐—ป๐Ÿด๐—ป + ๐—ข๐—ฝ๐—ฒ๐—ป๐—”๐—œ ๐ŸŽ™๏ธ๐Ÿง  I recently built a real-time voice-enabled AI agent that can research any question you ask and respond back in voice, almost instantly. The goal was to move beyond text-only chatbots and build an AI system that feels natural, conversational, and research-driven. ๐Ÿ”น ๐—ช๐—ต๐—ฎ๐˜ ๐˜๐—ต๐—ถ๐˜€ ๐˜ƒ๐—ผ๐—ถ๐—ฐ๐—ฒ ๐—”๐—œ ๐—ฎ๐—ด๐—ฒ๐—ป๐˜ ๐—ฑ๐—ผ๐—ฒ๐˜€ ๐ŸŽ™๏ธ Accepts real-time voice or text input from the frontend ๐ŸŒ Sends queries to an n8n Webhook for processing ๐Ÿค– Uses an AI Agent to research and understand the question ๐Ÿง  Generates a concise, high-quality summary ๐Ÿ”Š Converts the response into voice output โšก Returns the answer back to the user in real time ๐Ÿ”น ๐—ช๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„ ๐—”๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ Frontend sends user input โ†’ n8n Webhook OpenAI model processes the research query AI Agent refines the output into a short, clear explanation Response is sent back instantly via webhook Voice layer delivers the final answer audibly ๐Ÿ”น ๐—ช๐—ต๐˜† ๐˜๐—ต๐—ถ๐˜€ ๐—บ๐—ฎ๐˜๐˜๐—ฒ๐—ฟ๐˜€ Most AI assistants still rely heavily on text. This workflow shows how: Voice-first AI experiences can be built with automation Research-based answers can be delivered instantly AI agents can feel more human, accessible, and interactive Real-time AI systems donโ€™t need heavy backend infrastructure ๐Ÿ”น ๐—ง๐—ฒ๐—ฐ๐—ต ๐—ฆ๐˜๐—ฎ๐—ฐ๐—ธ n8n (Webhooks & Workflow Automation) OpenAI (LLM for research & reasoning) LangChain AI Agent Voice Input & Voice Output Layer This project helped me learn more about: Real-time AI workflows Voice-based AI interactions AI agent prompting & summarization Building practical AI assistants with n8n Still learning. Still building. Sharing the journey ๐Ÿš€ If youโ€™re interested in: โœ… Voice AI Agents โœ… AI Research Assistants โœ… n8n Automation โœ… Real-time AI Systems Letโ€™s connect and learn together ๐Ÿ‘‹ Hire Me:sarfrazdeveloper7@gmail.comand watsnumber 03112817660
๐—•๐˜‚๐—ถ๐—น๐˜ ๐—ฎ ๐—ฅ๐—ฒ๐—ฎ๐—น-๐—ง๐—ถ๐—บ๐—ฒ ๐—ฉ๐—ผ๐—ถ๐—ฐ๐—ฒ ๐—”๐—œ ๐—ฅ๐—ฒ๐˜€๐—ฒ๐—ฎ๐—ฟ๐—ฐ๐—ต ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐˜‚๐˜€๐—ถ๐—ป๐—ด ๐—ป๐Ÿด๐—ป + ๐—ข๐—ฝ๐—ฒ๐—ป๐—”๐—œ ๐ŸŽ™๏ธ๐Ÿง 
0 likes โ€ข 20d
@Ryan Steggerda thank you - it is for simple QA
๐Ÿš€ ๐—•๐˜‚๐—ถ๐—น๐˜ ๐—ฎ ๐—ฅ๐—ฒ๐—ฎ๐—น-๐—ง๐—ถ๐—บ๐—ฒ ๐—”๐—œ ๐—ช๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„ ๐˜‚๐˜€๐—ถ๐—ป๐—ด ๐—Ÿ๐—ผ๐˜ƒ๐—ฎ๐—ฏ๐—น๐—ฒ + ๐—ป๐Ÿด๐—ป
๐Ÿš€ ๐—•๐˜‚๐—ถ๐—น๐˜ ๐—ฎ ๐—ฅ๐—ฒ๐—ฎ๐—น-๐—ง๐—ถ๐—บ๐—ฒ ๐—”๐—œ ๐—ช๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„ ๐˜‚๐˜€๐—ถ๐—ป๐—ด ๐—Ÿ๐—ผ๐˜ƒ๐—ฎ๐—ฏ๐—น๐—ฒ + ๐—ป๐Ÿด๐—ป Today I built a simple but powerful real-time AI workflow that connects frontend user input directly to an AI agent and returns responses instantly. ๐Ÿ”น ๐—ช๐—ต๐—ฎ๐˜ ๐˜๐—ต๐—ถ๐˜€ ๐˜„๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„ ๐—ฑ๐—ผ๐—ฒ๐˜€: ๐ŸŒ Accepts real-time data from the frontend via Webhooks ๐Ÿค– Sends user input to an AI Agent for processing โšก Generates instant AI-powered responses ๐Ÿ” Returns the response back to the frontend in real time ๐Ÿ”น ๐—ช๐—ต๐˜† ๐˜๐—ต๐—ถ๐˜€ ๐—บ๐—ฎ๐˜๐˜๐—ฒ๐—ฟ๐˜€ Many applications need fast, live interactions โ€” not delayed responses. This workflow shows how AI + automation can work together seamlessly to power real-time user experiences with minimal backend complexity. ๐Ÿ”น ๐—ง๐—ฒ๐—ฐ๐—ต ๐˜€๐˜๐—ฎ๐—ฐ๐—ธ โ€ข Lovable (Frontend integration) โ€ข n8n (Webhook + AI Agent workflow) โ€ข OpenAI (LLM via LangChain) This project helped me understand how accessible AI-driven systems have become โ€” even small experiments can turn into real, usable products. Still learning. Still building. Sharing the journey ๐Ÿš€ If youโ€™re exploring: โœ… AI agents โœ… Real-time automation โœ… n8n workflows โœ… Building AI-powered products Letโ€™s connect and learn together ๐Ÿ‘‹ Hire Me: sarfrazdeveloper7@gmail.com and 03112817660 hashtag#AI hashtag#n8n hashtag#Automation hashtag#AIWorkflows hashtag#NoCode hashtag#LowCode hashtag#Lovable hashtag#BuildInPublic hashtag#TechJourney
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๐Ÿš€ ๐—•๐˜‚๐—ถ๐—น๐˜ ๐—ฎ ๐—ฅ๐—ฒ๐—ฎ๐—น-๐—ง๐—ถ๐—บ๐—ฒ ๐—”๐—œ ๐—ช๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„ ๐˜‚๐˜€๐—ถ๐—ป๐—ด ๐—Ÿ๐—ผ๐˜ƒ๐—ฎ๐—ฏ๐—น๐—ฒ + ๐—ป๐Ÿด๐—ป
๐Ÿš€ ๐—•๐˜‚๐—ถ๐—น๐˜ ๐—ฎ ๐—ฆ๐—บ๐—ฎ๐—ฟ๐˜ ๐—”๐—œ ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐˜‚๐˜€๐—ถ๐—ป๐—ด ๐—ป๐Ÿด๐—ป + ๐—ข๐—ฝ๐—ฒ๐—ป๐—ฅ๐—ผ๐˜‚๐˜๐—ฒ๐—ฟ + ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ ๐—ช๐—ผ๐—ฟ๐—ธ๐˜€๐—ฝ๐—ฎ๐—ฐ๐—ฒ
I recently built an AI-powered automation workflow in n8n that acts like a real assistant โ€” not just a chatbot. ๐Ÿ”น ๐—ช๐—ต๐—ฎ๐˜ ๐˜๐—ต๐—ถ๐˜€ ๐—”๐—œ ๐—ฎ๐—ด๐—ฒ๐—ป๐˜ ๐—ฐ๐—ฎ๐—ป ๐—ฑ๐—ผ: ๐Ÿ’ฌ Respond to chat messages intelligently ๐Ÿ“‡ Check a Google Sheets contact database before taking any action โœ‰๏ธ Send emails via Gmail only if a valid contact exists ๐Ÿ“… Create Google Calendar events with proper validation ๐Ÿง  Maintain short-term context using memory buffering ๐Ÿค– Powered by OpenRouter (GPT-4o-mini) via LangChain ๐Ÿ”น ๐—ช๐—ต๐˜† ๐˜๐—ต๐—ถ๐˜€ ๐—บ๐—ฎ๐˜๐˜๐—ฒ๐—ฟ๐˜€ Most automations fail because they donโ€™t follow real-world rules. This agent is context-aware, permission-aware, and data-driven โ€” it wonโ€™t email or schedule anything unless the contact is verified first. ๐Ÿ”น ๐—ง๐—ฒ๐—ฐ๐—ต ๐˜€๐˜๐—ฎ๐—ฐ๐—ธ โ€ข n8n (AI Agent + LangChain nodes) โ€ข OpenRouter (LLM) โ€ข Google Sheets (Contact DB) โ€ข Gmail API โ€ข Google Calendar API This is a great example of how AI agents can safely automate real business workflows โ€” not just generate text. If youโ€™re exploring: โœ… AI agents โœ… Workflow automation โœ… n8n + LangChain โœ… Business-ready AI systems Letโ€™s connect and share ideas ๐Ÿ‘‹ hashtag#AI hashtag#n8n hashtag#Automation hashtag#LangChain hashtag#OpenRouter hashtag#NoCode hashtag#WorkflowAutomation hashtag#AIEngineering Hire Me: sarfrazdeveloper7@gmal.com and 03112817660
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๐Ÿš€ ๐—•๐˜‚๐—ถ๐—น๐˜ ๐—ฎ ๐—ฆ๐—บ๐—ฎ๐—ฟ๐˜ ๐—”๐—œ ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐˜‚๐˜€๐—ถ๐—ป๐—ด ๐—ป๐Ÿด๐—ป + ๐—ข๐—ฝ๐—ฒ๐—ป๐—ฅ๐—ผ๐˜‚๐˜๐—ฒ๐—ฟ + ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ ๐—ช๐—ผ๐—ฟ๐—ธ๐˜€๐—ฝ๐—ฎ๐—ฐ๐—ฒ
๐—”๐—œ-๐—ฃ๐—ผ๐˜„๐—ฒ๐—ฟ๐—ฒ๐—ฑ ๐—œ๐—ป๐˜ƒ๐—ผ๐—ถ๐—ฐ๐—ฒ ๐—ฃ๐—ฟ๐—ผ๐—ฐ๐—ฒ๐˜€๐˜€๐—ถ๐—ป๐—ด ๐—”๐˜‚๐˜๐—ผ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐˜‚๐˜€๐—ถ๐—ป๐—ด ๐—ป8๐—ป
๐Ÿš€ ๐—”๐˜‚๐˜๐—ผ๐—บ๐—ฎ๐˜๐—ถ๐—ป๐—ด ๐—œ๐—ป๐˜ƒ๐—ผ๐—ถ๐—ฐ๐—ฒ ๐—ฃ๐—ฟ๐—ผ๐—ฐ๐—ฒ๐˜€๐˜€๐—ถ๐—ป๐—ด ๐˜„๐—ถ๐˜๐—ต ๐—”๐—œ & ๐—ป8๐—ป ๐Ÿค–๐Ÿ“„ I recently built an end-to-end AI-powered invoice processing workflow using n8n, designed to eliminate manual data entry and significantly improve operational efficiency. ๐Ÿ”น ๐—›๐—ผ๐˜„ ๐˜๐—ต๐—ฒ ๐—ฎ๐˜‚๐˜๐—ผ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐˜„๐—ผ๐—ฟ๐—ธ๐˜€: ๐Ÿ“‚ A new invoice PDF is uploaded to Google Drive โšก n8n automatically detects the file ๐Ÿ“„ Invoice data is extracted from the PDF ๐Ÿง  AI intelligently captures key invoice details, including: โ€ข Invoice Number โ€ข Client Details โ€ข Invoice Amount โ€ข Invoice Date & Due Date ๐Ÿ“Š All extracted data is automatically updated in Google Sheets, creating a centralized invoice database ๐Ÿ“ง A smart, AI-generated email with complete invoice details is sent to the billing team โœ… Fully automated. Zero manual intervention. ๐Ÿ’ก ๐—•๐˜‚๐˜€๐—ถ๐—ป๐—ฒ๐˜€๐˜€ ๐—œ๐—บ๐—ฝ๐—ฎ๐—ฐ๐˜: โœ”๏ธ Faster invoice processing โœ”๏ธ Reduced human errors โœ”๏ธ Real-time visibility for finance teams โœ”๏ธ Scalable, AI-driven back-office operations This project demonstrates how AI + workflow automation can streamline finance and document-heavy processes with speed and accuracy. If youโ€™re exploring n8n, AI automation, or intelligent document processing, letโ€™s connect and exchange ideas ๐Ÿš€ #Automation #AI #n8n #WorkflowAutomation #InvoiceProcessing #NoCode #LowCode #FinanceAutomation #Productivity
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๐—”๐—œ-๐—ฃ๐—ผ๐˜„๐—ฒ๐—ฟ๐—ฒ๐—ฑ ๐—œ๐—ป๐˜ƒ๐—ผ๐—ถ๐—ฐ๐—ฒ ๐—ฃ๐—ฟ๐—ผ๐—ฐ๐—ฒ๐˜€๐˜€๐—ถ๐—ป๐—ด ๐—”๐˜‚๐˜๐—ผ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐˜‚๐˜€๐—ถ๐—ป๐—ด ๐—ป8๐—ป
End-to-End LinkedIn Content Automation with AI
Iโ€™ve built an automated LinkedIn content creation workflow that takes an idea all the way to a post-ready draftโ€”seamlessly. โš™๏ธโœจ Using n8n, Google Sheets, AI, and real-time web research, the system now: ๐Ÿ”น Pulls content ideas automatically ๐Ÿ”น Researches topics from multiple sources ๐Ÿ”น Synthesizes insights into a concise LinkedIn post ๐Ÿ”น Updates content status without manual effort The result? Less time on research and formatting. More time on strategy and building. ๐Ÿš€ This is what happens when automation meets AIโ€”content creation becomes scalable, consistent, and intentional. If youโ€™re an entrepreneur focused on building systems that work for you, not because of you, this approach is worth exploring. #Automation #AIWorkflows #ContentCreation #n8n #Entrepreneurship
End-to-End LinkedIn Content Automation with AI
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@sarfraz-ali-7251
AI Engineer

Active 2d ago
Joined Nov 24, 2025
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