AI answers to “best product” questions are fueled by content with commercial interest

by | Sep 21, 2026 | Latest E-commerce News & Updates

25.4% of what ChatGPT, Google AI Overview, and Perplexity cite when answering a “best product” question is a page disclosing a commercial interest, according to a scan of 106,758 English citations by DataPulse Research and GetCited.

For example:

  • Google’s AI Overview named Accredited Debt Relief “best for customer satisfaction” and sourced the claim to a Los Angeles Times page carrying a “Paid program” bar, in the paper’s special supplements section, with the page itself credited to Accredited Debt Relief.
  • It also called Absolute Collagen the UK’s best overall collagen supplement, citing a Good Food review with its commission disclosure above the headline. Google cited Good Food four times in that single answer, in three of three runs.
  • Asked for the best online psychic reading sites, Google’s AI Overview opened with “Keen is the best overall psychic website for beginners and budget-conscious users,” sourced to a Houston Press page displaying a “Sponsored content” badge and bylined “In partnership with Story Console.” Perplexity cited the same page inside its comparison table.
  • Both Google’s AI Overview and Perplexity cited a Los Angeles Times ranking of hair transplant clinics in three of three runs, on a page carrying four separate disclosure labels, including the line “Ad paid for by Hermest Clinic.”
  • Asked for the best pet insurance in the US, Google’s AI Overview listed insurers with Forbes as a source, citing a Forbes Advisor page carrying a partner-links commission note and an Advertiser Disclosure link. ChatGPT cited the same page in one of three runs. Forbes Advisor was the most-cited commerce section of any general-news brand in the study’s April data.

The share of commercial citations varies by category, running 41% on consumer electronics questions, 26% on fashion and beauty, 19% on software and B2B tools, and 13% on education. Ten publishers supply 25% of those disclosed citations, led by TechRadar, Forbes Advisor, PCMag, CNET, and Tom’s Guide.

So what does this mean?

For Brands: There’s never been a better time to produce your own “Best XYZ” listicles, pay for “best product” press coverage, or pour some gasoline on your affiliates’ content production. 

For Consumers: There’s never been a worse time to trust AI answers. Make sure to do your due diligence beyond what your AI chatbot surfaces as the “best.” 

Paul Drecksler is the founder and editor of Shopifreaks, covering the most important stories in e-commerce.

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