Workflow

What the app does, step by step.

This is the actual behavior currently implemented in Room Vision. It is a room-image editing flow with gated guest access, account history, and no-checkout signed-in usage.

1. Upload a room photo

Users upload a JPEG, PNG, or WebP image and choose the surface they want changed, like floor, walls, cabinets, or countertops.

2. Describe the new finish

The request stays constrained to a single chosen surface, which keeps the prompt grounded instead of rewriting the whole room.

3. Generate the preview

Guests receive two low-quality watermarked previews. Signed-in users can generate clean previews.

4. Save, compare, regenerate

Signed-in generations are stored with before-and-after image history. Regeneration uses the original source image.

Operational rules

Two guest previews per browser session token.

Signed-in users can generate full previews.

Regeneration reuses the original source image.

Admin accounts can review user and generation activity.

Next step

Use the studio when you want the working app, not the public site.