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Adaptive RAG strategy with query classification & retrieval (Gemini & Qdrant)

This n8n workflow implements a version of the Adaptive Retrieval-Augmented Generation (RAG) framework. It recognizes that the best way to retrieve information often depends on the type of question asked. Instead of a one-size-fits-all approach, this workflow adapts its strategy based on the user's query intent. 🌟 How it Works 1. Receive Query: Takes a user query as input (along with context like a chat session ID and Vector Store collection ID if used as sub-workflow). 2. Classify Query: First,

Create product satisfaction surveys with Telegram, Google Sheets and AI

This n8n template uses a Telegram chatbot to conduct a Product Satisfaction Survey and fetches questions and stores answers in a Google sheet. It augments an AI Agent to ask follow-up questions to engage the user and uncover more insights in their responses. This template is intended to demonstrate how you'd realistically approach a workflow where there is structured conversation (static questions) but you still want to include an free-form element (follow-up questions) which can only be accompl

Angie, personal AI assistant with Telegram voice and text

How it works: This project creates a personal AI assistant named Angie that operates through Telegram. Angie can summarize daily emails, look up calendar entries, remind users of upcoming tasks, and retrieve contact information. The assistant can interact with users via both voice and text inputs. Step-by-step: Telegram Trigger: The workflow starts with a Telegram trigger that listens for incoming message events. The system determines if the incoming message is voice or text. If voic

Automate Marker.io issues to Zendesk support tickets with full technical context

Automatically create Zendesk tickets with full technical context when your team receives new Marker.io issues 🎯 What this template does This workflow creates a seamless bridge between Marker.io and Zendesk, your customer support platform. Every issue submitted through Marker.io's widget automatically becomes a trackable ticket in Zendesk, complete with technical details and visual context. Centralizing customer issues in Zendesk helps your support agents continue the conversation right where the

Reliable Reddit subreddit search with OAuth2 API authentication

Since the Get Many Subreddit node often blocks requests because Reddit requires proper authentication headers, this workflow provides a reliable alternative. It uses the Reddit OAuth2 API through the HTTP Request node, processes the results, and outputs cleaned subreddit data. If you are using Get Many subreddit node and you are getting this error: n8n You've been blocked by network security.To continue, log in to your Reddit account or use your developer token Usecase: This is especially useful

Qualify real estate leads automatically with OpenAI, Gmail & Airtable CRM

How It Works 1. This AI Agent automatically qualifies property buyer leads from form submissions. 2. Form Submission Trigger 3. When a user submits their details via a property inquiry form, the workflow is triggered. 4. AI Lead Classification 5. The buyer's input (budget, location, timeline, etc.) is analyzed by OpenAI to extract structured data and generate a lead score (0–100). 6. Lead Qualification Logic 7. Leads with a score of 70 or above are marked as qualified, the rest are ignored or

Clone and change your voice 🤖🎙️with Elevenlabs and Telegram

This workflow creates a voice AI assistant accessible via Telegram that leverages ElevenLabs powerful voice synthesis technology. Users can either clone their own voice or transform their voice using pre-existing voice models, all through simple voice messages sent to a Telegram bot. ONLY FOR STARTER, CREATOR, PRO PLAN This workflow allows users to: 1. Clone their voice by sending a voice message to a Telegram bot (creates a new voice pro

Segment PDFs by table of contents with Gemini AI and Chunkr.ai

Intelligently Segment PDFs by Table of Contents This workflow empowers you to automatically process PDF documents, intelligently identify or generate a hierarchical Table of Contents (ToC), and then segment the entire document's content based on these ToC headings. It effectively breaks down a large PDF into its constituent sections, each paired with its corresponding heading and hierarchical level. Why It's Useful Unlock the true structure of your PDFs for granular access and advanced processin