Vantage research · November 2026 · finance
What AI cites for “what is a good credit score”
ChatGPT cited 6 sites, Gemini cited 0 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
6 sites · opens with a sentence · has a table · opening 34 words
- myfico.com
- transunion.com
- cnbc.com
- nerdwallet.com
- mycreditunion.gov
- experian.com
Brands namednone
Since October: new transunion.com, cnbc.com, nerdwallet.com, mycreditunion.gov
Gemini
0 sites · opens with a sentence · has a table · opening 22 words
Answered from what the model already knows: no sites cited.
Brands namedLower Interest Rates, Easier Approvals, Better Rewards Cards
Same sites as October.
Perplexity
10 sites · opens with a sentence · no table · opening 21 words
- mycreditunion.gov
- fidelity.com
- equifax.com
- usbank.com
- experian.com
- cnbc.com
- metlife.com
- marcus.com
- bankrate.com
- myfico.com
Brands namednone
Since October: new fidelity.com, cnbc.com, metlife.com, marcus.com; dropped citizensbank.com, nfcc.org
Cited by more than one engine
- myfico.com
- cnbc.com
- mycreditunion.gov
- experian.com
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “what is a good credit score”, 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.