The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Back to feedPost
RAG AI Chatbot
قمت بتطوير نموذج RAG AI Chatbot باستخدام n8n، يجمع بين نماذج الذكاء الاصطناعي وقواعد البيانات المتجهية (Vector Databases) لإنشاء مساعد ذكي يعتمد على مصادر معرفية محددة عند الإجابة عن أسئلة المستخدمين.
يعتمد المشروع على تقنية Retrieval-Augmented Generation (RAG)، التي تساعد على استرجاع المعلومات ذات الصلة من المستندات قبل توليد الإجابة.
أبرز مكونات المشروع:
ربط المستندات والمصادر المعرفية باستخدام Google Drive.
معالجة المحتوى وتحويله إلى بيانات قابلة للبحث الدلالي.
استخدام Pinecone لتخزين واسترجاع المعلومات.
ربط AI Agent بقاعدة المعرفة.
تصميم سير عمل باستخدام n8n لتنظيم عمليات الاسترجاع والإجابة.
التقنيات المستخدمة: n8n، RAG، AI Agents، Pinecone، Google Drive، Vector Embeddings.
يمكن الاستفادة من هذا النوع من الأنظمة في بناء مساعدين لخدمة العملاء، والإجابة عن أسئلة المنتجات، والبحث في المستندات الداخلية للمؤسسات.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Related posts
An n8n-powered Gmail automation that detects order-related emails and automatically creates reply drafts for human review before sending.
This human-in-the-loop workflow saves time, reduces repetitive tasks, and keeps customer communication under control.
Need custom n8n automation for your business? Feel free to contact me!
I also create the invoice automation but in higher level this is pretty simple and good!!🔥
I built Tests Wise: paste a URL, get a test plan and watch AI run the tests live.
Most small teams ship without a written test plan. Not because they don't care because writing one takes a day nobody has. And running it takes another.
Tests Wise does both:
Paste your site's URL (works with sites behind a login).
AI agents explore up to 8 pages in a real browser and figure out what each one does.
You get prioritized test scenarios steps, expected results, priority as an Excel your QA team or client can use right away. In English or Spanish.
Then an AI agent executes those scenarios live in a real browser, driven through Playwright MCP, and reports what passed, what failed and why, with a screenshot of each step.
Everything is automated software: no scripts, no selectors, no CI to wire up.
Under the hood: FastAPI + PostgreSQL, Redis/RQ workers, Playwright for the crawl, Claude for scenario design and for driving the browser via Playwright MCP, LangGraph for the pipeline. Deterministic exploration, LLM only where it adds value — a full run on an 8-page site costs a few cents.
It's free to try, no card needed: https://app.tests-wise.com/
Demo below 👇 I'd love to hear which site you'd throw at it first.
A screenshot per step is a smart touch, makes failures easy to show a client. How long does a full run take for 8 pages?
AI-Powered Appointment Booking Agent | n8n Automation
Built an AI-powered appointment booking agent using n8n, Groq AI, Google Calendar, Google Sheets, and Gmail to automate appointment scheduling and customer communication.
Key Features:
AI-powered conversational appointment handling. Checks Google Calendar availability before scheduling. Automatically creates calendar events. Retrieves information from Google Sheets. Sends appointment confirmation emails through Gmail. Uses conversation memory to maintain context during interactions. Connects through webhooks for automated requests and responses.
Business Benefits:
Reduces manual appointment scheduling. Prevents unnecessary back-and-forth communication. Speeds up booking and confirmation. Helps businesses manage appointments more efficiently.
Technologies: n8n, Groq AI, Google Calendar, Google Sheets, Gmail, Webhooks, AI Agents.
