AI usage

How to Prevent AI From Inventing a Brand, Model, or Condition Detail

By The Garage Sail team··2 min read

Why AI invents

AI models fill in gaps rather than admit uncertainty. If a photo is ambiguous, the model picks the most likely brand from training — even at 51%.

Where it happens most

  • Generic-looking tools that look name-brand.
  • Fashion without visible tags.
  • Electronics without a visible model number.
  • Vintage items outside training.

How to catch it

  1. Check the confidence score.
  2. Cross-reference the model number via image search.
  3. For fashion, include a tag photo.
  4. For electronics, include a model plate photo.

When to override

Trust your eyes over the AI. Correcting the field recomputes pricing automatically.

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