Vantage research · November 2026 · finance
What AI cites for “how to pay off debt fast”
ChatGPT cited 1 site, 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
1 site · opens with a sentence · no table · opening 25 words
- consumerfinance.gov
Brands namednone
Since October: dropped consumer.ftc.gov
Gemini
0 sites · opens with a sentence · no table · opening 44 words
Answered from what the model already knows: no sites cited.
Brands namedStop the Bleeding, Maximize Your Income, Automate and Stay Consistent
Same sites as October.
Perplexity
10 sites · opens with a sentence · no table · opening 23 words
- chase.com
- cnbc.com
- nerdwallet.com
- discover.com
- prudential.com
- experian.com
- dfpi.ca.gov
- cbsnews.com
- rbcroyalbank.com
- npr.org
Brands namedAvalanche, Snowball
Since October: new discover.com, prudential.com, dfpi.ca.gov, cbsnews.com; dropped bettermoneyhabits.bankofamerica.com, investopedia.com, money.com, mutualofomaha.com
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “how to pay off debt fast”, 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.