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AI assistantReal estate client name withheld

CRM-aware property assistant

A Node.js chatbot that recommends only available properties from the client's CRM.

Problem

Customer inquiries required an agent who knew live inventory.

Stack

  • Node.js
  • CRM integration
  • LLM
  • Retrieval

Flow

  1. 01Built a Node.js chatbot connected to the client's CRM.
  2. 02Searched live inventory before recommending a property.
  3. 03Answered questions from live inventory.

Logs

sample run — synthetic events

09:17:01inquiry received → budget and area parsed

09:17:02CRM searched → 3 available properties matched

09:17:03recommendation sent → viewing link shared

Outcome

  • ✓Faster, more accurate inquiry handling.
  • ✓Recommendations grounded in real inventory.
  • ✓Customers get useful advice from live inventory.

next step

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