Vantage research · November 2026 · food
What AI cites for “how to make cold brew coffee”
ChatGPT cited 0 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
0 sites · opens with a sentence · no table · opening 31 words
Answered from what the model already knows: no sites cited.
Brands namedIngredients, Storage
Since October: dropped foodnetwork.com, homecafelab.com
Gemini
0 sites · opens with a sentence · no table · opening 42 words
Answered from what the model already knows: no sites cited.
Brands namedCoffee Beans, Water, Equipment, Step-by-Step Instructions, Combine Coffee and Water, Steep, Steeping Time, Strain the Coffee
Since October: dropped budgetbytes.com, counterculturecoffee.com, equatorcoffees.com, homebrewersassociation.org
Perplexity
10 sites · opens with a sentence · no table · opening 1 words
- simplyrecipes.com
- kitchenaid.com
- delonghi.com
- athome.starbucks.com
- breville.com
- goodhousekeeping.com
- cnn.com
- marthastewart.com
- aboutcoffee.org
- folgerscoffee.com
Brands namedIngredients, Instructions
Since October: new simplyrecipes.com, athome.starbucks.com, breville.com, cnn.com; dropped amp.cnn.com, cnet.com, cooking.nytimes.com, foodnetwork.com
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “how to make cold brew coffee”, on all
three engines, and it will tell you whether you are cited, who is instead, and what changed since your last check.
More food 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.