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January 20, 2026Veto Researchrefund fraudAI scamssynthetic evidence

How Scammers Use AI-Generated Images to Get Refunds (And How to Stop It)

From dead crabs to shredded sheets, a new wave of 'Synthetic Fraud' is costing merchants billions. Here is how the scam works and why manual teams cannot catch it.

How Scammers Use AI-Generated Images to Get Refunds (And How to Stop It)

The New Fraud Landscape

Refund scammers use AI-generated damage photos instead of actually damaging products. A Midjourney prompt creates refund-worthy images in seconds.

The Scale

Veto data shows 400% month-over-month increase in synthetic refund fraud across:

  • Apparel (AI-generated "shredded" sheets)
  • Electronics ("cracked" screens on intact devices)
  • Beauty ("broken" palettes, "leaking" products)

Case Study: Dead Crabs

Wired reported Chinese merchants receiving thousands of fraudulent claims with AI-generated videos of dead crabs. Detection: impossible leg counts, sex changes between frames.

Why Manual Review Fails

Experienced fraud agents misidentify AI-generated images 35% of the time. Modern AI (Midjourney v6) eliminated traditional tells:

  • Perfect lighting
  • Accurate text rendering
  • Screenshot metadata stripping

At 50 tickets/hour, agents lack time for deep analysis.

Veto's Detection Method

Statistical artifact analysis:

  1. Noise pattern signatures from diffusion models
  2. Compression history (raw camera vs. synthetic file)
  3. Physics violation detection

Human eyes vs. AI generation: humans lose. Use algorithmic detection.