CASE STUDY 2025

From photo to listing
in 30 seconds.

AI that sees a property photo and writes an emotional sales listing + generates social posts.

Performance
10x
Faster Listing

Manual vs AI Listing

Real estate agents spend hours writing texts. Most listings are boring ('2-bedroom flat for sale') and lack emotion, lowering the price.

MANUAL WORK
Boredom & Routine

3 hours per listing

AI AUTOMATION
AI Enhanced
Modern Loft, Prague 1
24,500,000 CZK
Emotional Copy
SEO Optimized
Powered by Vision AI & Make
The Blueprint

Engine Architecture

From property photo to live listing.

Input
Mobile Upload
Vision
GPT-4o Scan
Drafting
Listing Gen
Delivery
Email Draft

Tech Stack

SMB
Telegram

Interface

Free
Make

Orchestration

Pro Plan
OpenAI

Vision & Text

Pay-per-token
Dropbox

Storage

Standard

⚡ Implementace: 1–2 týdny, rychlý start s SaaS nástroji

Vibe Coding Process

How we built it in 6 days? We combined top-tier Vision models with creative prompting.

TimeReal-time
Data100% Capture
DAY 01

Vision AI Testing

Analysis of models' capabilities to detect interior details (floors, light).

DAY 03

Tone of Voice

Creating personas (Investment vs Family Broker) for output variability.

DAY 06

Integration

Connection to broker workflow and automatic export to social networks.

Measured Results

Quality
Consistent
Flawless and sales-oriented copy
Leads
Higher CTR
Thanks to better headlines
"The real estate market has slowed down. The winner is the one who can sell emotion, not just technical parameters."