Vantage research · November 2026 · finance
What AI cites for “best free stock trading app”
ChatGPT cited 8 sites, Gemini cited 7 sites, Perplexity cited 7 sites. 2 sites were 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
8 sites · opens with a sentence · has a table · opening 31 words
- nerdwallet.com
- stockbrokers.com
- cnbc.com
- fidelity.com
- robinhood.com
- webull.com
- schwab.com
- interactivebrokers.com
Brands namedFidelity, Robinhood, Webull, Charles Schwab, Interactive Brokers, Important
Since October: new nerdwallet.com, stockbrokers.com, fidelity.com, robinhood.com
Gemini
7 sites · opens with a sentence · no table · opening 50 words
- thecollegeinvestor.com
- stockbrokers.com
- money.com
- prospero.ai
- cnbc.com
- investing.com
- fool.com
Brands namedFidelity Investments, Robinhood, Webull, Charles Schwab
Since October: new stockbrokers.com, prospero.ai, cnbc.com, fool.com; dropped creditdonkey.com, daytrading.com
Perplexity
7 sites · opens with a sentence · has a table · opening 36 words
- cnbc.com
- stockbrokers.com
- businessinsider.com
- techradar.com
- finance.yahoo.com
- moneyzine.com
- brokerchooser.com
Brands namednone
Since October: new techradar.com, finance.yahoo.com, moneyzine.com, brokerchooser.com; dropped fool.com, gate.com, investopedia.com, money.com
Cited by more than one engine
- stockbrokers.com
- cnbc.com
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “best free stock trading app”, 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.