Vantage research · November 2026 · finance
What AI cites for “how to start investing with little money”
ChatGPT cited 6 sites, Gemini cited 8 sites, Perplexity cited 9 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
6 sites · opens with a sentence · has a table · opening 33 words
- investor.gov
- syndication.finra.org
- fidelity.com
- schwab.com
- robinhood.com
- investor.vanguard.com
Brands namednone
Since October: new fidelity.com, schwab.com, robinhood.com, investor.vanguard.com; dropped irs.gov
Gemini
8 sites · opens with a sentence · no table · opening 46 words
- britannica.com
- nerdwallet.com
- voya.com
- navyfederal.org
- stockbrokers.com
- moomoo.com
- fidelity.com
- schwab.com
Brands namedLeverage Fractional Shares, Check for Workplace Retirement Matches
Since October: new nerdwallet.com, navyfederal.org, stockbrokers.com, moomoo.com; dropped reddit.com, usbank.com
Perplexity
9 sites · opens with a sentence · no table · opening 25 words
- britannica.com
- money.usnews.com
- us.etrade.com
- kiplinger.com
- moneyinstructor.com
- bottomlineinc.com
- xtb.com
- investopedia.com
- thrivent.com
Brands namednone
Since October: new britannica.com, money.usnews.com, us.etrade.com, moneyinstructor.com; dropped businessinsider.com, cnbc.com, experian.com, financebuzz.com
Cited by more than one engine
- fidelity.com
- schwab.com
- britannica.com
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “how to start investing with little money”, 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.