For portals, brokerages and PropTech

AI virtual staging API for listing platforms

Stage empty listing photos in seconds, directly from your upload flow. Our generative pipeline adds photorealistic furniture while keeping walls, windows, floors and lighting exactly as they are, at about $0.15 per image.

Get an API trial for your listings Try the live demo on Replicate

Room geometry preserved
Consistent across angles
Hosted or in your cloud

Empty living room before virtual staging — Before

The same living room after AI virtual staging, with walls and windows unchanged — After AI staging

Why platforms use it

Staging every empty listing becomes affordable

AI staging cost per image: ~$0.15
Lower staging costs in the PropTexx project: 90%+
To stage a 50-property portfolio, instead of weeks: Minutes

Case study · PropTexx

Staging that doesn't invent structural flaws

PropTexx needed enterprise-grade staging. Standard tools were hallucinating flaws: blurring molding, removing windows and generating furniture layouts that couldn't physically exist. They also needed the same room to look consistent from different angles.

We built a pipeline of high-resolution latent diffusion models with strict ControlNet structural limits. It stages empty rooms in mid-century modern, contemporary or luxury styles while respecting existing lighting, windows and floors. Listings with this staging saw a 40% increase in inbound leads.

Read the PropTexx virtual staging case study

Empty bedroom before virtual staging — Before

The same bedroom after AI virtual staging, with walls and windows unchanged — After AI staging

How it works

From empty room to staged photo

Step 1
Send a room photo
Your platform sends an empty or sparsely furnished listing photo, plus the room type and design style you want.
Step 2
Lock the room’s structure
Segmentation masks (Segment Anything) and ControlNet conditioning on depth, edge and line maps fix walls, windows, floors and moldings in place.
Step 3
Generate the furniture
A latent diffusion model fine-tuned on high-resolution interior photography adds furniture that follows the room’s perspective and existing lighting.
Step 4
Get the staged image back
The staged photo returns to your system, ready for the listing. For several shots of the same room, a multi-view pipeline keeps furniture consistent across angles.

Integration

Plug staging into your listing workflow

Offer staging as an upsell to agents, stage vacant listings automatically at upload, or run batch jobs over existing inventory.

Hosted API

Call the staging pipeline over HTTPS from your upload flow or batch jobs. The same pipeline is live on Replicate, so your engineers can test it today.

Deployed in your cloud

For platforms with strict data rules, we deploy the pipeline inside your own AWS, GCP or Azure account.

A model you own

If staging is core to your product, we fine-tune a custom model on your style guide and photo standards, and you own it outright.

Test it now:Premium staging pipeline on Replicate Free PropLabs version on Replicate

API trial

Get an API trial for your listings

Tell us about your platform and listing volume. We'll set you up with access to the production staging pipeline so you can test it on your own photos.

Test on your real listing photos
Talk to the engineers who built the pipeline
Reply within 1 business day

FAQ

Virtual staging API questions

How much does AI virtual staging cost per image?

Our AI staging costs about $0.15 per image. In our PropTexx project, AI staging cut staging costs by over 90%. For API pricing at your volume, tell us how many listings you handle per month when you request a trial.

How long does it take to stage a photo?

A single photo is staged in seconds. In the PropTexx project, an agency could stage a 50-property portfolio in minutes instead of weeks.

Will the AI change walls, windows or floors?

It is designed not to. Generic staging tools often blur moldings, remove windows or produce impossible furniture layouts. Our pipeline uses ControlNet structural conditioning and segmentation masks so the room’s geometry, windows, floors and lighting stay as they are, and only furniture and decor are added.

Which design styles are available?

The pipeline can stage rooms in styles such as mid-century modern, contemporary and luxury. For a custom model, we can train it on your own style references.

Can we try it before integrating?

Yes. The premium pipeline and a free version are live on Replicate. For API access on your own listings, request a trial using the form on this page.

Do we need to disclose virtually staged photos?

Usually, yes. Disclose virtually staged photos per your MLS rules, and follow any portal or local requirements that apply to your listings.

Get an API trial for your listings See all real estate AI solutions

Book a strategy session

Planning staging for a whole platform?

If you need a custom model, a deployment in your own cloud, or staging combined with image tagging and MLS compliance checks, tell us about your platform. We reply within one business day.

1. Send the form (2 minutes).
2. We reply within one business day, under NDA if you need it.
3. A 30-minute call with an engineer to scope feasibility and next steps.

Prefer to pick a time? Book a call directly

USA phone

+1 (737) 381-3933

Pakistan phone

+92 (314) 424-5425

USA

5900 Balcones Drive, STE 100, Austin TX 78731

Pakistan (engineering hub)

585-H3, Johar Town (Opp. Expo Center), Lahore