← All work
● ~/work/real-estate-agent
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
- 01Built a Node.js chatbot connected to the client's CRM.
- 02Searched live inventory before recommending a property.
- 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.