Vantage research · November 2026 · family
What AI cites for “best car seat”
ChatGPT cited 3 sites, Gemini cited 3 sites, Perplexity cited 8 sites. No site was cited by all three.
Updated every 3 monthsNext edition 1 February 2027
ChatGPTGeminiPerplexity dots beside a site: the other engines that cite it too
ChatGPT
3 sites · opens with a sentence · no table · opening 30 words
- caranddriver.com
- consumerreports.org
- babygearlab.com
Brands namedChicco KeyFit 35, Chicco Fit360, Chicco OneFit LX, Graco 4Ever DLX, Nuna Pipa RX, Budget
Since October: new caranddriver.com, babygearlab.com; dropped nhtsa.gov
Gemini
3 sites · opens with a sentence · no table · opening 39 words
- mommyhood101.com
- moogcobaby.com
- babygearlab.com
Brands namedNuna Pipa RX, Chicco KeyFit 30, Graco SnugRide Lite LX, Britax One4Life All-in-One, Graco Extend2Fit, Safety Standards, Expiration Dates
Since October: new mommyhood101.com, moogcobaby.com, babygearlab.com
Perplexity
8 sites · opens with a sentence · no table · opening 29 words
- nbcnews.com
- consumerreports.org
- nytimes.com
- caranddriver.com
- safewise.com
- independent.co.uk
- babylist.com
- popularmechanics.com
Brands namednone
Since October: new consumerreports.org, nytimes.com; dropped bestproducts.com, motherandbaby.com, nymag.com, thebump.com
Cited by more than one engine
- caranddriver.com
- consumerreports.org
- babygearlab.com
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “best car seat”, on all
three engines, and it will tell you whether you are cited, who is instead, and what changed since your last check.
More family questions
Each engine was asked once, in English, as from the United States, on 2026-11-01. Answers change from run to run, so read this as a snapshot. Download the data.