Vantage research · September 2026 · finance
What AI cites for “how to start investing with little money”
ChatGPT cited 2 sites, Gemini cited 3 sites, Perplexity cited 10 sites. No site was cited by all three.
Updated monthlyNext edition 1 October 2026
ChatGPTGeminiPerplexity dots beside a site: the other engines that cite it too
ChatGPT
2 sites · opens with a sentence · no table · opening 6 words
- syndication.finra.org
- investor.gov
Gemini
3 sites · opens with a sentence · no table · opening 32 words
- britannica.com
- harvestwp.com
- voya.com
Perplexity
10 sites · opens with a sentence · no table · opening 48 words
- investopedia.com
- wealthsimple.com
- usbank.com
- xtb.com
- raisin.com
- britannica.com
- voya.com
- experian.com
- investor.vanguard.com
- thetimes.com
Cited by more than one engine
- britannica.com
- voya.com
Is your site one of them?
Ask your AI agent to run Vantage's check_prompt_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 2026-09-23. Answers change from run to run, so read this as a snapshot. Download the data.