← Thursday's Architecture

Try Real Estate Listing Generator 🎮

Interactive demo - See the complete week come together

July 11, 2025
🏡 Real Estate🎮 Interactive🚀 Production-Feel

From prompts to 50 listings in 30 minutes. Now try it.

Monday: 3 prompts. Tuesday: automated code. Wednesday: team workflows. Thursday: architecture. Friday: try the actual system. Paste property details below, watch extraction happen, generate multiple variations, toggle between role views.

Try Different Scenarios

Or Select Complexity Level

💰 ROI & Cost Savings Calculator

Adjust the sliders below to see potential savings for your real estate team. See how automation reduces time spent on listing creation and increases output.

10 agents

How many listing agents on your team

$75,000

Average annual salary per agent

15 hrs/week

Hours per week each agent spends writing listings

85%

Expected time reduction (90 min → 8 min = 91% savings)

Annual Savings

$239,063

Per year with automation

Payback Period

2.5 mo

Time to recover investment

Before vs After Comparison

Annual Cost (Before)
85% reduction

Before

$281,250

After

$42,188

Time Spent (Before)
85% improvement

Before

7,800 hrs

After

1,170 hrs

Team Productivity
43% improvement

Before

100%

After

143%

Annual Savings
Infinity% improvement

Before

$0

After

$239,063

Time Saved
Infinity% improvement

Before

0 hrs

After

6,630 hrs

ROI Summary

3-Year Savings:$717,188
5-Year Savings:$1,195,313
ROI (Year 1):478%

These calculations are estimates based on your inputs. Actual results may vary.

🤖 Watch Agents Collaborate Autonomously

See the orchestrator route between extraction, validation, and generation agents

Example Scenario
Processing the incomplete Elm Street listing
1
🎯Orchestrator
Route to Extraction Agent
→ New property data received, begin extraction
2
🔍Extraction Agent
Parse property text
→ Found: 3 beds, price $350K, vague features. Missing: baths, sq ft, year, address.
3
🎯Orchestrator
Route to Validation Agent
→ Extraction complete, check completeness
4
✓Validation Agent
Check required fields
→ INCOMPLETE: 35% score. Missing 6 HIGH-priority fields.
5
🎯Orchestrator
Decision: Route to Question Agent (NOT Generation)
→ Autonomously decides: cannot generate quality content with 35% completion
6
?Question Agent
Generate targeted questions
→ Created 7 questions focusing on HIGH criticality gaps
7
🎯Orchestrator
Route to Guardrail Agent
→ Check for compliance issues before sending questions
8
🛡️Guardrail Agent
Compliance check
→ No Fair Housing violations detected. Questions are neutral.
9
🎯Orchestrator
Block publication, queue questions for agent
→ Set status: INCOMPLETE. Notify listing agent. Do not proceed to MLS.
💡
Zero human intervention. The orchestrator made 4 autonomous routing decisions, preventing a low-quality listing from reaching MLS. This is multi-agent collaboration with quality gates.

🛠️ Build Your Own Real Estate Workflow

Pick agents from the palette below to build your custom workflow, then simulate execution.

Available Agents (12)

Your Workflow

Add agents above to build your workflow

Try It Now - 4 Simple Steps

  1. 1Select a scenario button (Starter Home, Luxury, Investment, or Incomplete)
  2. 2Click 'Process Listing' and watch the AI extract data in real-time
  3. 3Toggle between Agent/Marketing/Manager/AI views to see different perspectives
  4. 4Try all 4 scenarios to see how the system handles complete vs. incomplete data
🚀

Want This Built for Your Real Estate Team?

This demo shows what's possible. We build it production-ready, integrated with your MLS, compliant with Fair Housing regulations, and custom to your workflows.