Best Practices for Realistic Results

When to use this

Use this guide when outputs look artificial or inconsistent across a listing set.

Inputs

• Original room photo with decent exposure.
• Style direction and furniture density preference.
• Constraints for features that must stay unchanged.

Outputs

• More believable shadows and object proportions.
• Stronger consistency across room photos.
• Lower risk of visual artifacts.

Steps

1. Use one style family for all rooms in the same listing.
2. Ask for realistic furniture density, not maximal fill.
3. Preserve architectural anchors like windows and flooring.
4. Avoid contradictory instructions in a single prompt.

Examples

• "Modern, low-density staging, keep fireplace and natural light direction."
• "Remove clutter only, do not alter walls or ceiling fixtures."

Edge cases and limitations

• Mirrors, glossy surfaces, and glass doors remain difficult.
• Very unusual architecture may produce inconsistent furnishing.

Related links

• Photo input guide
• Common issues