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January 20, 2026Veto Researchbeautycosmeticsskincare

Cosmetic Refund Scams: The 'Broken Palette' Epidemic

Beauty brands are losing 12% of margins to fake damage claims. 'Broken' powders and 'leaking' creams are the easiest things to fake with AI.

Cosmetic Refund Scams: The 'Broken Palette' Epidemic

The Problem

Beauty brands lose 12% of margins to fraudulent damage claims. "Broken on arrival" scams exploit no-return policies for shattered cosmetics.

How It Works

AI generates fake damage photos in seconds. Midjourney prompt: "broken eyeshadow palette, pink dust, bathroom counter, smartphone photo" produces refund-worthy images instantly.

Why Beauty Brands Are Targets

  1. Low item value ($20-$50): Too cheap to investigate, costly at scale
  2. Complex textures: AI diffusion models excel at realistic powder/cream damage

Detection Method

AI fails at brand consistency:

  • Logo distortions
  • Incorrect product color codes (HEX mismatches)
  • Physically impossible reflections

Veto identifies these AI hallucinations to stop fraud before refunds process.