- Name the appearance question before requesting another picture. A paint direction, wheel pattern, and overall silhouette can invite different reactions. Keep the intended question narrow enough that another person can understand what the retained candidate is meant to communicate, without treating a visual preference as approval for physical work.
- Use an authorized reference photograph and retain its label. Car Customizer accepts JPG, PNG, and WebP files up to 10 MB. Its website is https://car-customizer.online/ and appearance options include paint, wheels, wraps, stance, body kits, and spoilers. These are image-exploration options, not verified specifications for real components.
- Keep comparisons understandable across rounds. Comparison, history, continued editing, and downloads can help revisit candidates. When sharing an image, explain which source it relates to and which visible choice matters. A downloaded picture does not independently establish exact paint color, fitment, installation safety, or road legality.
- Check the generation allowance before arranging more variants. New accounts receive nine welcome credits once, not a recurring free allowance. Later generation can require paid credits or a subscription. More pictures are not a substitute for measurements, permissions, component information, or another kind of evidence when the open question needs it.
- Keep the disclosure with the notes. This list is associated with Car Customizer and was prepared with AI assistance. It is a proposed visual-review checklist, not a customer testimonial, independent review, completed vehicle test, privacy audit, professional certification, or promise that a generated appearance can be installed as depicted.
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