Clean background
Isolate the subject against a clean neutral background, preserving fine edges.
Replace only the setting around this car with an empty modern concrete courtyard in soft overcast daylight.
A complete isolated or clearly separated vehicle with visible tire contacts.
Replace only the setting around this car with an empty modern concrete courtyard in soft overcast daylight.
A new environmental setting needs inferred shadows and reflections; compare vehicle details against the source.
A new setting changes the expected reflections, light direction and ground contact. Choose an environment compatible with the source viewpoint to reduce conflicting cues.
Check edges and the shadow under the subject first. If it looks pasted in, correct those relationships before adding props. New reflections should not erase product or vehicle details.
/ENVIRONMENTMATCH — A supplied room image gives a more specific placement target than an invented replacement setting.
These are editing suggestions, not additional test observations. Read the practical guide or use the before/after checklist.
Replace only the setting around this car with an empty modern concrete courtyard in soft overcast daylight. A new environmental setting needs inferred shadows and reflections; compare vehicle details against the source.
Input advice and use cases are editorial guidance, not additional test results.
Same car in new courtyard with credible tire contact and adjusted reflections; fine trim is generatively reconstructed.
2026-09-24 · Work built-in image_gen
These notes describe the named runs, which may use a different subject from the comparison above. They do not guarantee results on another input or a future model. See our testing method.