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A RAG-based real estate chatbot built to answer queries from Dubai property listings stored in private PDFs. The system uses OpenAI GPT to generate natural language responses, while LangChain orchestrates the full retrieval-augmented generation pipeline including document ingestion, chunking, and retrieval. Pinecone is used for semantic vector search to ensure relevant property information is retrieved quickly and accurately. SerpAPI is integrated to provide optional external insights when needed. The chatbot answers strictly from the uploaded documents and transparently responds with “I don’t know” when the information is not present, ensuring reliable and document-grounded property details.
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
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Built an AI-powered triage bot (WeSki Bot) for a ski travel company using n8n, Slack, HubSpot, Jira, and GPT-4.
Agents trigger the bot in Slack with a booking ID. It verifies trip details in HubSpot in real-time, then walks through a structured triage flow via threaded replies: collecting issue description, urgency, OPS needs, actions taken, and refund details.
GPT-4 processes inputs and auto-creates a Jira ticket with booking details, triage notes, SLAs, and refund amounts. A Slack notification posts with links to the Jira ticket and HubSpot deal.
Results:
✅ 60% faster response times
✅ Zero manual data entry
✅ 100% lead capture
✅ 24/7 automated triage
Tech: n8n, Slack, HubSpot, Jira, GPT-4, Google Sheets
really nicee work
This AI tool instantly extracts key insights from any PDF
Wow!
Stop scrolling, your property listings are dying silently online.
If you run a real estate business in Dubai, NYC, London, or any fast-moving market, you’ve probably felt the frustration: producing fresh, engaging video content constantly is exhausting, time-consuming, and expensive.
Every delayed video, every stale listing, every missed engagement is money left on the table. Businesses relying solely on manual content often see 40–60% fewer inquiries than competitors who consistently publish quality videos.
✅ Produce authentic, engaging videos without filming a single second
✅ Automate content for all listings across social channels
✅ Capture attention instantly with personalized video experiences
✅ Scale property marketing without hiring extra content creators
✅ Maintain consistent, persuasive messaging for your brand
great work
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