Why consistency beats dramatic edits

For real estate content, trust drives conversion. Over-processed images can reduce buyer confidence.

Use AI to improve clarity and lighting while preserving factual property details.

Recommended sequence

1. Straighten perspective.
2. Correct white balance.
3. Lift shadow detail moderately.
4. Remove temporary clutter only (not structural elements).

Prompt framework

Enhance interior listing photo clarity and lighting.
Keep room layout, dimensions, windows, doors, and fixed structures unchanged.
Remove only temporary clutter (small personal items).
Maintain natural colors and realistic shadows.
No text, no watermark.

Output variants

• MLS-safe neutral variant
• Social ad variant with slightly stronger contrast
• Mobile-first crop for listing cards

What not to do

• Do not remove permanent defects that must be disclosed.
• Do not add fixtures that are not part of the property.
• Do not alter room dimensions through perspective tricks.

QA checklist before publishing

• Window geometry is intact
• No warped corners
• Material textures remain realistic
• Overall look matches in-person expectation

Related resources

• /docs/workflows/prompt-structure
• /docs/workflows/model-selection-and-ratios
• /legal/content-safety