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AI Chatbots Risk Directing Shoppers to Fake Retail Websites, Study Finds

AI Safety Chatbots Misinformation E-commerce Consumer Risk Gemini Perplexity
November 12, 2026
Source: The Verge AI

This summary and analysis were generated by AI from the original article at The Verge AI and may contain errors (how Viqus works). Read the source for full details.

Viqus Verdict Logo Viqus Verdict Logo 7
Consumer Safety Gap in AI Shopping
Media Hype 5/10
Real Impact 7/10

Article Summary

A study conducted by IP protection firm Podqi tested major AI chatbots—Gemini, Perplexity, and ChatGPT—on shopping-related queries involving 151 brands. The findings indicate that a significant percentage of answers from these models contained 'risky' URLs, defined as impersonators, knockoff sellers, or defunct sites. Perplexity showed the highest rate of risk, citing such sites in 15% of answers, while Gemini performed best at only 4%. The report warns that this poses a tangible threat to consumers, especially approaching holiday shopping seasons, and highlights the need for users to always verify sources despite AI assurances.

Key Points

  • Leading chatbots showed a notable tendency to recommend risky or fake retail websites when prompted with shopping queries.
  • Perplexity was the worst performer, citing risky sites in 15% of tested answers, while Gemini performed the best at 4%.
  • The issue is particularly acute for smaller brands, and the findings urge consumers to always verify online sources before sharing personal data.

Why It Matters

This is a critical consumer safety issue, not just a technical glitch. As AI integration into e-commerce research deepens, the ability of chatbots to hallucinate or propagate misinformation regarding purchase locations could lead to direct financial fraud for users. The industry must urgently develop better source verification and guardrails to prevent real-world economic harm.


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