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BarGPT Research · Original Archive Data

AI cocktail recipe
statistics.

What goes into an AI-generated cocktail? Explore the spirits, flavors, and ingredient patterns in the BarGPT archive, with original data you can cite in your next story.

32,480

distinct recipe IDs in this snapshot

Retrieved
32,466 recipes with usable ingredient lists

These statistics describe recipes saved on BarGPT. They are not a survey of drinkers or a measure of sales, consumption, or wider cocktail market share. Recipes are AI-generated and are not all tested or human-reviewed.

Key cocktail recipe statistics

85.1%

Citrus appears in most recipes

27,630 of 32,466 analyzed BarGPT recipes (85.1%) list an ingredient containing lime, lemon, orange, or grapefruit.

Includes juices, garnishes, liqueurs, and other ingredients with those words.

7

The median recipe lists 7 ingredients

The median analyzed BarGPT recipe lists 7 distinct ingredient names; the mean is 6.92. 78.1% list six or more.

Includes ice and garnishes. This measures listed ingredients, not preparation difficulty.

8.6%

Recipes can cross spirit families

2,793 of 32,466 analyzed BarGPT recipes (8.6%) mention at least two of the seven tracked spirit families.

Word matches do not establish alcohol content; zero-proof substitutes can also match.

Recipe ingredient mentions

Which spirits appear most?

Vodka is the most frequently mentioned of the seven tracked spirit families, appearing in 6,842 recipes (21.1%). These are ingredient mentions, not necessarily base spirits.

Which spirits appear most?: recipe counts and percentage of 32,466 analyzed recipes
Ingredient familyRecipesShare
Vodka6,84221.1%
Gin6,37719.6%
Whiskey / bourbon / scotch6,03318.6%
Rum5,53717.1%
Tequila3,32310.2%
Mezcal1,3414.1%
Brandy / cognac1,3334.1%

Denominator: 32,466 recipes with usable ingredient lists. Categories overlap; percentages do not sum to 100%.

Recipe ingredient mentions

The flavors in the archive

Lime leads these ten tracked flavor families. Matches include any listed ingredient with the family word, such as orange liqueur or a lemon garnish.

The flavors in the archive: recipe counts and percentage of 32,466 analyzed recipes
Ingredient familyRecipesShare
Lime13,03040.1%
Lemon11,62035.8%
Bitters10,84033.4%
Orange9,10128.0%
Mint4,85615.0%
Pineapple4,31213.3%
Ginger2,5167.7%
Coconut2,3247.2%
Cranberry1,4234.4%
Coffee / espresso1,0743.3%

Denominator: 32,466 recipes with usable ingredient lists. Categories overlap; percentages do not sum to 100%.

Behind the numbers

Source & methodology

Scope. A read-only snapshot of BarGPT’s production recipe archive, retrieved at 2026-10-01T02:58:50.806Z. Includes records not explicitly hidden from display, with a nonempty recipe ID and a creation date before retrieval (or no creation date). Duplicate recipe IDs are counted once, retaining the first record in database ID order. Different recipe IDs can contain similar or identical recipes.

Coverage. 32,480 distinct recipe IDs; 32,466 with usable ingredient lists. The 14 records without usable ingredient lists are excluded from every ingredient percentage and ingredient-count calculation. 32,480 records have valid creation dates, spanning 2023-03-19 to 2026-10-01 (UTC).

Counting. Ingredient names are lowercased, trimmed, and have repeated whitespace collapsed. Duplicate names within a recipe count once. Family words match at word boundaries; a recipe counts once per family. Whiskey combines whiskey, whisky, bourbon, scotch, and rye; brandy combines brandy and cognac; coffee combines coffee and espresso. Citrus combines lime, lemon, orange, and grapefruit. No brand-name mapping or inference from prompts is performed. Exact matching patterns are in the JSON download.

Interpretation. These are descriptive statistics from a self-selected AI recipe archive. Word matching can include zero-proof spirits, flavored syrups, or garnishes and miss brands without a family word. Rye can also refer to a non-spirit ingredient. Ingredient counts include ice and garnishes and do not merge synonyms. Percentages use unrounded counts and are rounded to one decimal place; the mean is rounded to two. The dataset does not measure real-world preferences or verified nutrition.

Updates. This is a fixed snapshot, not a live counter. Future editions are refreshed from the database and carry a new retrieval date. Dated downloads remain available for checking older citations. Only aggregate results are published; user information and prompts are excluded.

For writers & researchers

Cite the source. Take the data.

You’re welcome to reference these aggregate statistics. Please name BarGPT, include the snapshot date, and link to this page or the relevant statistic’s anchor so readers can check the methodology.

BarGPT. “AI Cocktail Recipe Statistics.” Snapshot retrieved October 1, 2026 (UTC). Analysis of 32,466 recipes with structured ingredient lists from 32,480 distinct recipe IDs in the BarGPT archive. https://www.bargpt.app/cocktail-statistics

Explore more: Cocktail trends · Browse the recipe archive