AI visibility in Food, Beverages & Tobacco (United States)

71% of 160 Food, Beverages & Tobacco category terms show an AI Overview in United States. See which sources it cites, which Shopify stores make it in, and which collection pages get cited.

Category terms measured
160
Show an AI Overview
71%
Sources cited
588
Citations on directory stores
9%

Based on 160 Food, Beverages & Tobacco category terms we measure in United States, each recorded once (latest 2026/10/12). AI Overviews vary by user and time; these pages show what Google returned then, not a complete count. How we measure

Who gets cited

Cited sources by kind across the measured terms that showed an AI Overview. "Directory stores" are Shopify stores we index; retailers outside the directory may also run Shopify.

  • Shopify store 9%
  • Retailer 16%
  • Marketplace 2%
  • Video 20%
  • Forum 3%
  • Social 5%
  • Reference 27%
  • Publisher 4%
  • Other 13%

Most-cited sources

SourceKindCitationsTermsDR
youtube.comVideo1187270+
en.wikipedia.orgReference786770+
facebook.comSocial211970+
reddit.comForum171770+
britannica.comReference121170+
healthline.comReference111170+
nutritionsource.hsph.harvard.eduReference8870+
instagram.comSocial7670+
walmart.comMarketplace6670+
foodnetwork.comOther5570+
thekitchn.comOther5570+
merriam-webster.comReference5570+
cwspirits.comShopify store5550–69
pmc.ncbi.nlm.nih.govReference4470+
amazon.comMarketplace4470+
seriouseats.comOther3370+
curiada.comShopify store3330–49
foodandwine.comRetailer3370+
health.harvard.eduReference3370+
totalwine.comRetailer3370+
woodencork.comShopify store3370+
simple.wikipedia.orgReference3370+
allrecipes.comOther3370+
vinepair.comPublisher3370+
cancer.govReference2270+

Shopify stores cited

StoreCitationsTermsDRVisits / mo
Country Wine & Spiritscwspirits.com5550–6961.3K
Curiadacuriada.com3330–4942.7K
Wooden Corkwoodencork.com3370+259.2K
Brightlandbrightland.co2270+51.2K
Sake High!sakehigh.com21<305.7K
Coravin UScoravin.com2250–6975.3K
The Liquor Brostheliquorbros.com2230–4997.1K
Mahogany Smoked Meatssmokedmeats.com1130–4920.3K
King Floyd's Bar Provisionskingfloyds.com1130–493.2K
All The Bitterallthebitter.com1150–6911.5K
High Camphighcampflasks.com1130–4947.8K
Tamborine Mountain Distillerytamborinemountaindistillery.com1130–497.9K
Serenity Kidsmyserenitykids.com1150–69113.6K
Its Delishitsdelish.com1130–4918.2K
LARK Distillerylarkdistillery.com1150–6928.3K
Napa Valley Wine Academynapavalleywineacademy.com1150–6939.2K
Opificio 77opificio77.com11<307.4K
Hard Candyhardcandy.com1130–4950.1K
6767wine.com1130–4919K
Onyx Coffee Labonyxcoffeelab.com1150–69214.7K
LoveScotch.comlovescotch.com1130–4951K
TruBeef Organictruorganicbeef.com11<3040.9K
Stumptown Coffeestumptowncoffee.com1170+160.2K
Philly Fair Trade Roastersphillyfairtrade.com11<308.7K
BevMo!bevmo.com1150–69718.2K

Collection pages cited

The collection pages AI Overviews cite for these terms, with what they look like — the pages to learn from. Words and product counts are read from the page; 0 means the page could not be parsed.

PageCitationsWordsProductsFAQDR
The Nutrition Sourcenutritionsource.hsph.harvard.edu · salt, salts238550No70+
67wine.com67 · gin1140No30–49
ABC Fine Wine & Spiritsabcfws.com · vodka112630No50–69
All The BitterAll The Bitter · bitters1351810No50–69
San Diego Zoo Animals & Plantsanimals.sandiegozoo.org · dragon fruit18450No70+
NonAthletic Brewing Company · non alcoholic beer136225Yes70+
Asheville Dispensaryavldispensary.com · thca flower146290No30–49
Baker by Naturebakerbynature.com · toffee111820No50–69
barbank.comBarbank · mezcal160161No30–49
Best Buy Liquorsbestbuyliquors.com · rum1490No<30
Bread Dadbreaddad.com · spreads110650No30–49
Carnation Farmscarnationfarms.org · lamb122840Yes30–49
Culinary Gingerculinaryginger.com · dips125400No50–69
CuriadaCuriada · bitters1178142No30–49
CuriadaCuriada · liqueur12099215No30–49
CuriadaCuriada · whiskey11774246No30–49
Country Wine & SpiritsCountry Wine & Spirits · liqueur162937Yes50–69
Country Wine & SpiritsCountry Wine & Spirits · spirits198764Yes50–69
Country Wine & SpiritsCountry Wine & Spirits · tequila1166751Yes50–69
Country Wine & SpiritsCountry Wine & Spirits · vodka1102660Yes50–69
Country Wine & SpiritsCountry Wine & Spirits · whiskey1177160Yes50–69
American Diabetes Associationdiabetes.org · fruits15190No70+
DrinksWorlddrinksworld.com · liqueur130800No30–49
eggen.wiktionary.org · egg160090No70+
Fiore Foodsfiorefoodscanada.com · spices19570No<30
University of Nebraska–Lincolnfood.unl.edu · jam143760No70+
foodprint.orgfoodprint.org · fruits1310No70+
foodprint.orgfoodprint.org · dragon fruit15460No70+
Native Plant Trustgobotany.nativeplanttrust.org · tobacco116350No70+
Gold SpectrumGold Spectrum · thca flower189525Yes<30

Terms

The vertical's category terms by demand, whether their search results show an AI Overview, and how many sources and Shopify stores are cited.

TermDemandAI Overview (when recorded)CitationsStores cited
turkey100k+No00
water100k+Yes20
ice cream100k+No00
chicken100k+No00
fish100k+Yes60
dragon fruit100k+Yes40
pasta100k+No00
dessert100k+No00
cookies100k+No00
popcorn100k+Yes30
cheese100k+Yes60
snacks100k+Yes10
tequila100k+Yes62
vegetables100k+Yes50
chips100k+No00
bread100k+No00
alcohol100k+Yes50
tea100k+Yes21
milk100k+Yes50
kombucha100k+Yes70
cider100k+No00
egg100k+Yes60
fruits100k+Yes50
healthy snacks100k+Yes20
cereal100k+No00
eggs100k+No00
lunch100k+No00
salt100k+Yes60
beans100k+Yes90
bakery100k+No00

How this is built: for every category term in the vertical that at least ten Shopify stores have a collection page for, we record the Google search results in this market and the sources its AI Overview cites. Cited collection pages are read for their word count, product grid and FAQ. Domain Rating by Ahrefs; exact values for signed-in users, bands otherwise.

Computed 2026/11/02. Recomputed nightly. Domain ratings are shown as bands.

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