Vantage research · November 2026 · family
What AI cites for “how to encourage reading”
ChatGPT cited 0 sites, Gemini cited 0 sites, Perplexity cited 10 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
0 sites · opens with a sentence · has a table · opening 22 words
Answered from what the model already knows: no sites cited.
Brands namedMystery Book of the Week, Buddy Reading, Reading Bingo, Family Reading Night, Book Recommendation Wall, Reading Rewards
Since October: dropped ies.ed.gov, readingrockets.org
Gemini
0 sites · opens with a sentence · no table · opening 23 words
Answered from what the model already knows: no sites cited.
Brands namedLower the Stakes, Redefine "Real" Reading, Embrace DNFing, Make Books Accessible and Visible, Put Books Everywhere, Leverage Social and Gamified Motivation, Read Together, Track Your Reading
Same sites as October.
Perplexity
10 sites · opens with a sentence · no table · opening 20 words
- kidshealth.org
- cambridge.org
- nwea.org
- cantonpl.org
- britishcouncil.my
- scholastic.com
- magazine.byu.edu
- ies.ed.gov
- gse.harvard.edu
- nypl.org
Brands namednone
Since October: new cambridge.org, cantonpl.org, britishcouncil.my, magazine.byu.edu; dropped bgca.org, booktrust.org.uk, gov.uk, natlib.govt.nz
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “how to encourage reading”, 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.