Real Estate Development Firm
Real Estate • Central America • Customer Experience
Overview
A luxury real estate developer managing multiple resort communities across Central America needed 24/7 WhatsApp coverage for prospective buyers and residents. We built an AI concierge that understands property inventories, amenities, and policies, delivering instant answers in Spanish and English while capturing high-intent leads for the sales team.
What we implemented
- Vectorized knowledge base: Indexed property brochures, HOA FAQs, and policy documents into Pinecone with dense embeddings for retrieval-augmented generation.
- Conversation automation: Designed N8N workflows that ingest WhatsApp messages, orchestrate context retrieval, and persist chat transcripts.
- OpenAI agent orchestration: Crafted prompt templates and guardrails so the assistant can answer questions, hand off to humans, or schedule site visits.
Key Features
- Multilingual responses: Automatic translation and localized tone for Spanish and English inquiries.
Result: Delivered an agent that can answer questions or hand off to
humans.
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Technical Stack
- Automation: N8N
- LLM: OpenAI GPT-4o
- Vector Store: Pinecone
- Messaging: WhatsApp Business API