03Capability build
Room-by-room AI staging that respects the photo it was given, and the rules it is published under.
- Client
- AI Virtual Staging
- Sector
- Residential real estate
- Location
- GTA condo listings
- Practices
Problem
What was not working
Most AI staging looks wrong in a way buyers can feel even when they cannot name it: sofas floating a few centimetres above the floor, rugs that ignore the vanishing point, windows that have changed shape. The fix is not a better model. It is a better process.
Virtually staged photos in Ontario also carry disclosure expectations. A staging workflow that ignores TRREB norms creates a problem for the agent, not just the listing.
Delivered
What was delivered
Process
- Room-by-room prompt library for typical GTA condo layouts: living, dining, bedroom, den
- Perspective-lock technique that fixes the camera geometry before furniture is placed
- Consistency rules so a staged listing reads as one home, not five separate renders
Compliance
- Staging that never alters structure, fixtures, finishes or views
- Output labelled as virtually staged, aligned with Ontario and TRREB disclosure norms
Virtually staged
Outcome
What exists now
The result is staging that a buyer looks at and simply believes, and that an agent can publish without a compliance conversation afterwards. An interactive before-and-after comparison built on this workflow lives in the Workshop.