Vantage research · November 2026 · finance
What AI cites for “best robo advisor”
ChatGPT cited 8 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
8 sites · opens with a sentence · has a table · opening 28 words
- investor.vanguard.com
- betterment.com
- wealthfront.com
- fidelity.com
- schwab.com
- nerdwallet.com
- whatismywealthscore.com
- assets.contentstack.io
Brands namedVanguard Digital Advisor, Betterment, Wealthfront, Fidelity Go, Schwab Intelligent Portfolios
Since October: new investor.vanguard.com, betterment.com, wealthfront.com, fidelity.com
Gemini
6 sites · opens with a sentence · has a table · opening 30 words
- smartasset.com
- unbiased.com
- etnasoft.com
- cnbc.com
- sofi.com
- financialadvisortransitions.com
Brands namedAdvisory Fee, Account Minimum, Fidelity Go, Betterment, Wealthfront, Schwab Intelligent Portfolios, Vanguard Digital Advisor
Since October: new smartasset.com, unbiased.com, etnasoft.com, cnbc.com; dropped finder.com, moneycrashers.com
Perplexity
10 sites · opens with a sentence · has a table · opening 40 words
- cnbc.com
- forbes.com
- investopedia.com
- condorcapital.com
- nerdwallet.com
- wsj.com
- businessinsider.com
- morningstar.com
- cnet.com
- money.com
Brands namednone
Since October: new condorcapital.com, cnet.com, money.com
Cited by more than one engine
- nerdwallet.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 robo advisor”, 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.