How do I stop AI changing a wheel’s spoke count or hub alignment?

Identify what the reference actually proves

Radial repetition encourages AI to regularize or duplicate elements. Perspective makes some spokes appear closer together, and crossing patterns can look like extra spokes. A dramatic oblique image alone is therefore a weak counting reference. The review should distinguish physical repetition from highlights and occlusion, rather than demanding equal pixel spacing around an angled wheel.

Prepare the evidence before generating

1. Identify the exact wheel variant and photograph a near-frontal view with the hub and rim visible. Record whether spokes cross or form repeated groups.
2. Add an oblique view from the same wheel to show depth and attachment relationships. Avoid mixing similar-looking variants.
3. Create a private landmark map using valve position, hub features or another verified fixed point. Trace repeated groups around the circumference.
4. Generate a modest supported angle. Check the hub-to-rim relationships and repeated pattern before judging polished finish or dramatic reflections.

Example creative request and a review matrix

Illustrative request: Present this actual wheel using the supplied frontal and oblique references. Preserve the photographed spoke groups, crossing pattern, hub position, rim profile and fixed landmarks. Do not add spokes to create visual symmetry, shift the hub or replace the actual design with a generic radial pattern.

Make the release decision

Keep a genuine frontal detail if the wheel design is a buying factor. This visual inspection cannot establish strength, fitment or balance. If a crossing remains ambiguous, capture a clearer reference instead of guessing. A good review note states which group or attachment changed, making a subsequent attempt more specific than asking for a perfectly symmetric wheel.

Download this case’s manual capture card

The CSV below contains this question’s capture steps and symptom-specific review checks. Record your own source filenames, observations and decision in the blank columns. It is a manual worksheet, with no store connection or automatic approval.

Download the capture and review card (CSV)

Reference scope: the listed sources provide relevant photography, media, design or accessibility context. The case-specific checklist is Itemlume editorial guidance, not a vendor guarantee, production standard or report of a completed test.