Vantage research · November 2026 · family
What AI cites for “best books for new parents”
ChatGPT cited 4 sites, Gemini cited 8 sites, Perplexity cited 8 sites. 1 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
4 sites · opens with a sentence · has a table · opening 32 words
- babylist.com
- publications.aap.org
- penguin.co.uk
- pregnancymagazine.com
Brands namedCribsheet, The Whole-Brain Child, The First Forty Days, Raising Good Humans, Heading Home With Your Newborn
Since October: new penguin.co.uk, pregnancymagazine.com; dropped aap.org
Gemini
8 sites · opens with a sentence · no table · opening 1 words
- surprisecastle.com
- blinkist.com
- goodreads.com
- community.whattoexpect.com
- penguin.co.uk
- thoughtfulparent.com
- reddit.comcommunity
- pediatricsoffranklin.com
Brands namednone
Since October: new surprisecastle.com, blinkist.com, community.whattoexpect.com, penguin.co.uk; dropped aap.org
Perplexity
8 sites · opens with a sentence · no table · opening 24 words
- penguin.co.uk
- fathercraft.com
- goodhousekeeping.com
- simonandschuster.com
- bookroo.com
- us.amazon.com
- babylist.com
- shelf-awareness.com
Brands namednone
Since October: new fathercraft.com, simonandschuster.com, bookroo.com, us.amazon.com; dropped barnesandnoble.com, forbes.com, goodreads.com, mother.ly
Cited by more than one engine
- penguin.co.uk
- babylist.com
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “best books for new parents”, 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.