UPPAbaby captures 19.8% of stroller and car seat AI citations, the largest share of any brand measured in a new 5W AI Visibility Index, while Evenflo holds just 3.6%, a gap that correlates with a 2020 investigation into the brand's booster seats that AI engines still surface today.
5W AI Communications released the Strollers & Car Seats AI Visibility Index 2026, analyzing 2,400 responses across ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews to determine which stroller and car seat brands these engines recommend to parents. The study is the latest release in the firm's ongoing AI Visibility Index series, which tracks brand citation share across consumer categories.
UPPAbaby Leads, Evenflo Lags Behind Its Retail Footprint
UPPAbaby's 19.8% share led the 15 brands tracked, followed by Chicco at 15.4% and Graco at 12.6%. Evenflo, despite wide distribution at major retailers including Walmart, Target, and Amazon, came in at 3.6%, a share the study says sits well below what its retail presence would predict.
The report ties that gap to a specific, dated event rather than a general reputation decline. A February 2020 ProPublica investigation found Evenflo had marketed its Big Kid booster seats as "side impact tested" despite internal footage showing test dummies thrown from their shoulder belts. The reporting led to a formal inquiry from the House Oversight Subcommittee on Economic and Consumer Policy, which requested records from several manufacturers, not Evenflo alone. According to the study, Evenflo appears to carry a heavier AI visibility penalty than other brands swept into that same industry-wide inquiry.
Doona and Chicco Show How a Single Product Can Carry a Brand
The index also found that Doona, known for its single hybrid car-seat-and-stroller product, captured 9.7% of citations, more than Cybex and Maxi-Cosi combined. Chicco's share was carried largely by one model, the KeyFit 30 infant seat, even though Consumer Reports currently scores several competing seats higher on crash protection.
A Six-Year-Old Investigation, Still in the Answer
"Parents used to ask a pediatrician or a friend which car seat to buy," said Ronn Torossian, founder and chairman of 5W AI Communications. "Now some ask an AI engine first, and the engine remembers both a brand's best product and its worst headline. The real question isn't which stroller AI recommends. It's how long AI keeps a six-year-old investigation attached to a brand's name after the news cycle moves on."
The study's authors note the finding reflects correlation rather than proven causation, and the firm has outlined a planned follow-up module to measure the effect more directly by coding how often the original reporting, the Congressional inquiry, and current product content appear specifically within Evenflo-related AI responses. This mirrors a pattern 5W has documented elsewhere in its research on how AI engines write a brand's reputation.
What Brands Should Do Next
The report recommends that stroller and car seat brands publish dated, product-specific crash-test and certification pages rather than general safety marketing, build vehicle-fit databases, and maintain a public, dated safety-history page for any past recall or investigation. The study also identifies "is it safe to buy a used car seat" as the single largest unclaimed high-intent query in the category, with no brand currently leading the AI answer to it.
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Ronn Torossian is the founder and chairman of 5W AI Communications, the AI Communications Firm. He is the publisher of Everything-PR and the author of two best-selling editions of For Immediate Release.