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AI said what? · Monthly digest

Things AI assistants said this month that surprised us.

Things AI assistants said this month that surprised us. Drawn from the canonical mapou Visibility Index runs, 740 brands across 36 segments × 5 engines × 20 buyer-intent prompts each. We are not making a claim about the brands; we are quoting the engines.

Issue 2026-05 · published 2026-05-086 oddities curated from canonical run dataWhat is MVI? →
Cross-engine showdown· segment: athleisureChatGPTPerplexityGeminiClaudeGrok

Five engines walk into a Lululemon

We asked all five AI engines the same question: 'Best athleisure and active-lifestyle apparel, including leggings, performance basics, and sustainable activewear in 2026.'

ChatGPT's pick

Athleta

Perplexity's pick

Vitality

Gemini's pick

Alo Yoga

Claude's pick

Outdoor Voices

Grok's pick

Nike

Five engines, five different leaders, zero overlap in their first answer. If you treated AI search as one channel, you would have missed four of these five.

Cross-engine showdown· segment: luxury EVChatGPTPerplexityGeminiClaudeGrok

What's a good alternative to Tesla?

Same prompt to all five engines. Same question every shopper has typed at least once.

ChatGPT

Ford Mustang Mach-E

Perplexity

Hyundai Ioniq 6

Gemini

Lucid Air

Claude

Porsche Taycan

Grok

Hyundai

The Mach-E starts around $45K. The Lucid Air tops $110K. The engines disagree on whether 'alternative to Tesla' means cheaper, similar in price, or just not Tesla.

Sole-voice citation· segment: athleisurePerplexity

Perplexity is in love with Vitality

Across 20 athleisure prompts run against all 5 engines, one brand kept showing up exclusively in Perplexity's answers.

Perplexity citations of Vitality

113

ChatGPT citations of Vitality

0

Gemini citations of Vitality

0

Claude citations of Vitality

0

Grok citations of Vitality

0

Vitality is a real activewear brand. The four other engines have apparently never heard of it. Perplexity, meanwhile, treats it like a household name.

Sole-voice citation· segment: athleisureChatGPT

ChatGPT keeps recommending a brand that shut down

Across our athleisure prompts, ChatGPT cited Nuuwaï 29 times. Nuuwaï was a German vegan-leather DTC brand that announced its shutdown in late 2024 and stopped operating. The four other AI engines never mentioned it once.

ChatGPT citations

29

Other engines, combined

0

Brand status

Shut down 2024

ChatGPT (gpt-4o-mini, no browsing) answers from a frozen training corpus. Perplexity is web-grounded, so its retrieval layer would have surfaced articles about the closure. The other three engines either have fresher training data or treat the brand as too niche to surface. This is the canonical AI-search failure mode for time-sensitive shopping: a brand can be defunct in the real world and still be a confident ChatGPT recommendation. Brand teams optimizing for retrieval-grounded engines (Perplexity, AIO when it ships, grounded Gemini) get protected against this. Brand teams treating ChatGPT-only as the AI search market do not.

Sole-voice citation· segment: athleisurePerplexity

Perplexity has a favorite running brands club

Three small running-apparel brands kept appearing in Perplexity's athleisure answers. Across all 100 (athleisure × engine × prompt) cells run by the other four engines, none of them ever surfaced.

Janji (Perplexity-only)

31 citations

Bandit Running (Perplexity-only)

21 citations

Kane (Perplexity-only)

11 citations

Perplexity is web-grounded by default, so its retrieval layer is bringing in brand evidence the other engines do not surface. That is signal for emerging brands trying to break in: Perplexity is the most receptive entry point.

Verbatim quote· segment: mass-market autosGemini

Gemini is unusually confident

Asked which mass-market auto brands lead on values-driven buying signals.

While not strictly mass-market in every segment, Tesla is undeniably a leader in all-electric vehicles across sedans (Model 3), SUVs (Model Y), and the upcoming Cybertruck.

'Undeniably' is a strong adverb for an LLM. The other four engines hedged or named alternatives. Gemini is alone in treating Tesla as the answer here.

Found one yourself?

Send us the AI weirdness you find.

We are always looking for the next month's batch. If an AI engine surfaced something genuinely surprising for you, send the prompt, the engine, and a screenshot. We credit submissions on the page.

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