
Case · Real estate
From a photo to a property listing in 30 seconds.
AI that sees a property photo and writes an emotive sales listing + generates social posts.
Model case: we assume the company looks like this and show how much it would yield.
- Model case
- Vision AI
- Make
- Instagram API
Starting point
Writing listings by hand vs. AI
Agents spend hours writing copy, up to 3 hours on a single listing. Most listings are dull ("2-bedroom flat for sale") and lack emotion, which drives the price down. The AI sees the photo, writes an emotive text and creates social media posts straight away.
- Before
Boredom and routine: 3 hours per listing
MANUAL WORK
- After
Emotive copy and SEO in 30 seconds
AI AUTOMATION
What we would build
How it works
From a photo of the property to a live listing.
- 01
Input
Uploading a photo from the phone
- 02
Analysis
GPT-4o looks over the interior
- 03
Writing
Writing the sales listing
- 04
Delivery
Email draft and social media posts
- Telegram · Upload interface
- Make · Connecting the steps
- OpenAI · Photo recognition and copywriting
- Dropbox · Photo storage
Rollout steps
How the rollout would go.
- 01
DAY 01
Testing photo recognition
Testing how well the AI picks up interior details: floors, light, materials.
- 02
DAY 03
Writing style
Creating writing styles (investment and family agent) so the texts don't repeat.
- 03
DAY 06
Integration
Plugging it into the agents' work and automatic posting to social media.
Sreality + Instagram API
Model assumptions
Where the result comes from.
We take a typical company from the sector and the situation from the brief, add labelled assumptions and calculate the result. If the inputs change, so does the result, so you can recalculate it for your own company.
Model company
A model real estate agency where the agent writes each listing by hand, up to 3 hours per listing. The texts are short and unemotional.
Inputs
- Writing a listing by hand
- 3 h
- With AI: uploading photos (assumption)
- 3 min
- With AI: review and edits by the agent (assumption)
- 15 min
- Listings per month (assumption)
- 20
- Labor rate (assumption)
- 24 EUR / h
Calculation step by step
- 01
One listing by hand
3 h × 60= 180 min
- 02
One listing with AI
3 min + 15 min= 18 min
- 03
Speed-up
180 min ÷ 18 min= 10×
- 04
Time saved per month
20 × (180 min − 18 min)= 3 240 min (54 h)
- 05
Value of the saved time per month
54 h × 24 EUR= 1,296 EUR
This is a gross saving of time and money. We include the cost of rollout and running only where it is visible in the calculation.
Model results
What would change after rollout.
- Model case
10×
From 180 min to 18 min per listing, including the agent's review
Speed
- Model case
54 h / month
20 listings × 162 min, 1,296 EUR
Per month
Your numbers belong in the model, not ours. The calculator shows where to start, and we work out the real values on your data.
Start here
15 minutes is enough for you to know whether it makes sense.
You tell us what is bothering you. We tell you whether we can help, roughly what it costs and where I would start in your place. No presentation.
- jakub@transformuj.ai
- Phone
- +420 773 070 090
- Address
- Legerova 1820/39, Praha 2

