What evidence should an adult workshop require before treating an AI car image as a real modification plan?

Neuhaus

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In a proposed adult digital-literacy activity, what evidence would you ask learners to provide before treating an AI car-look image as a reliable plan for a real modification?

I am considering a discussion-only exercise, not reporting a classroom study or asking anyone to modify a vehicle. Participants could compare an authorized starting image with a clearly labeled concept, then sort statements into three groups: directly visible observations, interpretations, and claims that the picture cannot establish. For example, an apparent wheel finish is different from proof of dimensions, clearance, mounting suitability, road legality or mechanical safety.

One optional project-associated example is Car Customizer: car-customizer.online/ . Its public workflow explores paint, wheels, wraps and body styling on a car photograph, with comparisons and downloadable concepts. Previews use credits, so I would not make a paid account or a personal car-photo upload a condition of participation. The same discussion could use authorized synthetic fixtures or simple sketches instead.

My tentative assessment would reward a clear reason for each classification, a useful counterexample, appropriate uncertainty, and an explanation of which permission or qualified external check would still be needed. It would not reward the most polished-looking image or confidence unsupported by evidence. I would keep actual engineering and installation decisions outside the activity.

Would you use a peer-review table, a short written handoff, or another rubric to expose unsupported inferences? Which criterion best distinguishes careful observation from a persuasive but unverified visual claim? I would also welcome suggestions for making the activity accessible without collecting identifying images or requiring anyone to buy credits.

Disclosure: I help promote this project. This question was AI-assisted and is not an independent product review or a claim of teaching qualifications, tested learning outcomes or engineering approval.