Vantage research · November 2026 · finance
What AI cites for “how much should i save for retirement”
ChatGPT cited 2 sites, Gemini cited 7 sites, Perplexity cited 7 sites. 1 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
2 sites · opens with a sentence · has a table · opening 32 words
- fidelity.com
- nirsonline.org
Brands namedRoth IRA, Traditional IRA, Roth 401
Since October: new nirsonline.org; dropped corporate.vanguard.com
Gemini
7 sites · opens with a sentence · has a table · opening 43 words
- money365.market
- randallwealthgroup.com
- hartfordfunds.com
- bankohadvisors.boh.com
- fidelity.com
- investor.vanguard.com
- cnbc.com
Brands namedAge-Based Savings Milestones
Since October: new money365.market, randallwealthgroup.com, hartfordfunds.com, bankohadvisors.boh.com; dropped experian.com, landmarkcu.com, troweprice.com
Perplexity
7 sites · opens with a sentence · no table · opening 34 words
- fidelity.com
- investor.vanguard.com
- usbank.com
- bmo.com
- schwab.com
- prudential.com
- aarp.org
Brands namednone
Since October: new investor.vanguard.com, bmo.com, schwab.com; dropped ally.com, citizensbank.com, guardianlife.com, jackson.com
Cited by more than one engine
- fidelity.com
- investor.vanguard.com
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “how much should i save for retirement”, 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.