Vantage research · November 2026 · finance
What AI cites for “best life insurance for young families”
ChatGPT cited 3 sites, Gemini cited 6 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
3 sites · opens with a sentence · has a table · opening 7 words
- moneygeek.com
- nerdwallet.com
- lgamerica.com
Brands namedBanner Life, Guardian Life, Pacific Life, Northwestern Mutual, Nationwide
Since October: new moneygeek.com, nerdwallet.com, lgamerica.com
Gemini
6 sites · opens with a sentence · no table · opening 38 words
- money.com
- ethos.com
- cnbc.com
- blog.mcculloughagency.com
- aflac.com
- policygenius.com
Brands namedLegal & General America, MassMutual, Corebridge Financial, State Farm, S, U, N, D
Since October: new ethos.com, cnbc.com, blog.mcculloughagency.com, aflac.com; dropped moneygeek.com
Perplexity
10 sites · opens with a sentence · no table · opening 50 words
- wsj.com
- moneygeek.com
- policygenius.com
- bestmoney.com
- ethos.com
- insurancy.com
- statefarm.com
- prudential.com
- nerdwallet.com
- sbli.com
Brands namedBanner Life, Guardian Life, Symetra, Penn Mutual
Since October: new bestmoney.com, ethos.com, insurancy.com, statefarm.com; dropped cnbc.com, insurance.com, marketwatch.com, money.com
Cited by more than one engine
- moneygeek.com
- nerdwallet.com
- ethos.com
- policygenius.com
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “best life insurance for young families”, on all
three engines, and it will tell you whether you are cited, who is instead, and what changed since your last check.
More finance 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.