Vantage research · November 2026 · family
What AI cites for “how to plan a family budget”
ChatGPT cited 0 sites, Gemini cited 0 sites, Perplexity cited 9 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
0 sites · opens with a sentence · has a table · opening 40 words
Answered from what the model already knows: no sites cited.
Brands namedExamples, 30% Wants
Since October: dropped consumer.gov, consumerfinance.gov
Gemini
0 sites · opens with a sentence · has a table · opening 40 words
Answered from what the model already knows: no sites cited.
Brands namedCalculate Your Total Net Income, Track and Categorize Your Spending, Fixed Expenses, Variable Expenses, Percentage of Income, Emergency Fund, Sinking Funds, Review and Adjust Regularly
Same sites as October.
Perplexity
9 sites · opens with a sentence · has a table · opening 30 words
- chase.com
- nationalbank.com
- incharge.org
- huntington.com
- nerdwallet.com
- capitalone.com
- guardianlife.com
- mytexas.ag.tamu.edu
- citi.com
Brands namedNeeds, Wants, Goals
Since October: new nationalbank.com, nerdwallet.com, mytexas.ag.tamu.edu, citi.com; dropped ent.com, extension.psu.edu, nbc.ca
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “how to plan a family budget”, on all
three engines, and it will tell you whether you are cited, who is instead, and what changed since your last check.
More family 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.