Vantage research · November 2026 · finance
What AI cites for “how to save money on groceries”
ChatGPT cited 9 sites, Gemini cited 8 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
9 sites · opens with a sentence · no table · opening 27 words
- nerdwallet.com
- snaped.fns.usda.gov
- consumerreports.org
- eatright.org
- uidaho.edu
- acl.gov
- flipp.com
- ibotta.com
- nutrition.gov
Brands namedProteins
Since October: new nerdwallet.com, snaped.fns.usda.gov, eatright.org, uidaho.edu; dropped bulkorder.ftc.gov, foodandwine.com, myplate-stg.kwaps.platform.usda.gov
Gemini
8 sites · opens with a sentence · no table · opening 34 words
- primewayfcu.com
- familycredit.org
- planeatai.com
- budgetingforbliss.com
- thekrazycouponlady.com
- reinventingrobin.com
- blippr.com
- volafinance.com
Brands namedBefore You Leave the House, Inside the Store, Leverage Digital Tools & Apps
Since October: new primewayfcu.com, familycredit.org, planeatai.com, budgetingforbliss.com; dropped conwayhousingsc.org, fidelity.com, ramseysolutions.com, reddit.com
Perplexity
9 sites · opens with a sentence · no table · opening 18 words
- cnbc.com
- fidelity.com
- huntington.com
- usbank.com
- chase.com
- td.com
- nerdwallet.com
- allrecipes.com
- usatoday.com
Brands namednone
Since October: new huntington.com, chase.com, td.com, nerdwallet.com; dropped aarp.org, bankrate.com, consumerreports.org, healthline.com
Cited by more than one engine
- nerdwallet.com
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “how to save money on groceries”, 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.