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🏡 Real Estate🏗️ 4 Tech Levels🚀 Production-Grade

Property Listings AI

See 4 architectures solve real problems: MCP → RAG → Multi-Tool → Multi-Agent

May 16, 2025
demointeractiveproperty-listingsreal-estatemulti-agent
🤖Demo 1 of 4

Advanced Multi-Agent Listing System

BOFU: Production LangGraph with Router → Specialized Agents → Aggregation

1. Select Analysis Scenario

High-end property requiring comprehensive market analysis, premium positioning, staging recommendations, and compliance validation
Competitors: 123 Oak Manor ($2.6M, 5bd/4ba, 4,200 sqft), 456 Pine Estate ($2.3M, 4bd/4ba, 3,800 sqft), 789 Maple Residence ($2.5M, 5bd/5ba, 4,500 sqft)

2. Monday's Prompt

This positioning analysis prompt from Monday's insight will be processed by Tuesday's agents in Wednesday's workflow.

3. Run Multi-Agent Workflow

You'll see 5 AI agents: Data Collector → Messaging Analyzer → Position Mapper → Strategy Advisor → Insight Generator
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🔌Demo 2 of 4

MCP Tool Use Pattern

TOFU: LLM calls MLS tools via Model Context Protocol - see real tool execution

Automation Task

User query → LLM decides tool needed → Calls get_comps() → Returns formatted comp analysis

Monitoring:123 River Rd ($445K, 3bd/2ba, 1,650 sqft, 22 DOM)
ai-agent-terminal

Terminal ready. Run simulation to begin.

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🔍Demo 3 of 4

RAG-Based Property Search

MOFU: Search 1000+ property listings with vector similarity

Search Query

"Semantic Buyer Preference Search"

Embed buyer query → Search vectors (cosine similarity > 0.75) → Retrieve top 10 listings → LLM ranks by fit + generates summary

Document Sources:1247 Oak Street ($485K, 4bd/3ba, renovated kitchen, 0.3 acre)3891 Maple Drive ($472K, 3bd/2ba, open concept, fenced yard)5623 Pine Avenue ($495K, 4bd/2.5ba, gourmet kitchen, pool)2134 Elm Court ($468K, 3bd/2ba, updated, near top schools)

RAG Vector Search Network

Embedding
Searching
Generating
Query
Vector
Documents
Result

Search Results

Run visualization to see results

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🛠️Demo 4 of 4

Multi-Tool Listing Orchestration

MOFU: Daily automation - MLS sync + market analysis + content generation

ROI Analysis

Orchestrator calls: MLS_Sync(50_listings) → Comp_Analysis(changes) → Content_Generator(updates) → Report_Generator(digest) → Alert_Tool(team)

Integrations:50 active listings monitored25 comp properties tracked per listing1,250 total properties in daily analysisNew listings in areaPrice changes detected
Manual Process

Time to Complete

240 min

Cost per Analysis

$850

Data Points Analyzed

150

Accuracy Rate

73.0%

Reports per Day

2

Error Rate

18.0%

Ready for Production Listing System?

We'll build your custom system: MCP tools (TOFU) → RAG search (MOFU) → Multi-tool automation (MOFU) → Multi-agent orchestration (BOFU). From demos to deployment in 8 weeks. Handles luxury homes, starter properties, commercial listings - adapts routing based on complexity.

Book Architecture ReviewStart with MCP Tools (TOFU)
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