How often does Claude's web-search answer skip naming any brand?

More than a quarter of all paired answers include at least one response that names no brand, a category distinct from brand switching and worth separating out before reading the other findings.

In how many paired answers does at least one of the two responses fail to name a brand at all?Measured 2026-10-19
The number

26.9%

Before a brand can be compared across two answers, both answers have to actually name a brand. This study found that was not always true. Across 7,996 pairs of Claude Sonnet 5 answers to the same buyer question, one answer naming no brand while the other did happened in 26.9% of pairs, the second-largest of the four outcome classes tracked, behind only the case where the first brand goes missing from an otherwise brand-naming answer.

This class matters because it is easy to conflate with brand instability, but it is a different phenomenon. A pair lands in this bucket when one of the two answers, whether from memory or from search, does not commit to naming any specific brand at all, perhaps answering the buyer question with general advice, a list of considerations, or a refusal to recommend without more context. When that happens, there is no possible comparison to make between the two answers' brand choices, because one side of the comparison is empty. These pairs cannot be

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Omar Jenblat, Founder & CEO of BusySeed
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