Our newsletterVendor reportProduct.ai, 14 Oct 2026
89.9% of U.S. shoppers who check AI answers have caught one wrong or out of date at least once
Buyer behaviour
| Frequency | Share of verifiers (%) |
|---|---|
| Never | 10.1% |
| Rarely | 28.4% |
| Sometimes | 39.4% |
| Often | 14.6% |
| Every time | 7.5% |
How often shoppers who verify AI recommendations check them, and share who caught errors
How often shoppers who verify AI recommendations check them, and share who caught errors- Reader Note:
- Among 493 U.S. AI shoppers who verify AI recommendations. Asked how often checking has shown the AI's answer to be wrong or out of date: never 10.1%, rarely 28.4%, sometimes 39.4%, often 14.6%, every time 7.5%. 89.9% is everyone except "never"; 61.5% catch errors at least sometimes and 22.1% often or every time. Verification is a socially approved answer and may be over-reported. Self-reported online survey of U.S. adults (Aug 27 – Sep 1, 2026), unweighted; Product.ai sells verification products for commerce.
- Evidence:
- Self-reported behaviour
- Vendor interest:
- High — This comes from a company with a commercial interest in this market, so it is not a neutral source.
- Sample:
- Survey of 1,493 U.S. adults who shop for products, online or in stores, from a general-population panel; unweighted with quotas on age, gender, and region. Trend comparisons use 1,247 online shoppers; AI-user findings mostly use 550 respondents who used AI for product research in the past 90 days.
Reader Note:
Evidence:
Vendor interest:
Sample:Good for
A rough sense of size and direction, and deciding what to look at first.
Not for
- Exact numbers, or saying that one thing caused another.
- This was measured in one market. It may not hold where you are.
- This is an aggregated or average number that covers very different cases. Real results in a particular segment may differ.
- This comes from a company with a commercial interest in this market, so it is not a neutral source.
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