ChatGPT · measured July 2026
Is Starbucks on the ChatGPT shelf for Coffee Beans?
Yes — Starbucks shows up in 19% of the answers, 5th of 280 brands that appeared when people asked ChatGPT about coffee beans.
- Share of shelf
- 19%
- Rank
- #5 of 280
- Answers appeared in
- 216
- Price seen
- $5.38–$47.98
Where ChatGPT sends buyers for Starbucks
When ChatGPT shows a Starbucks offer, this is the storefront behind the link. Share is of Starbucks's offers, not the whole category.
- Walmart 58% · 138 offers
- Target 31% · 72 offers
- Sam's Club 6% · 13 offers
- See merchants 3% · 7 offers
- eBay 1% · 2 offers
- Amazon CA 0% · 1 offers
The Starbucks products ChatGPT shows most
The specific items that came up on the shelf, most-shown first.
- Starbucks Pike Place Roast $10.28
- Starbucks Pikes Place Medium Roast Keurig K-Cup Coffee Pods - 22ct $20.99
- Starbucks Pike Place Roast Medium Roast Whole Bean Coffee - 12oz $12.79
- Starbucks House Blend, Medium Roast K-Cup Coffee Pods, 22 Count K Cups $20.99
What ChatGPT reads about coffee beans
Across 13,859 citations in this category, these are the sources ChatGPT pulls from most when it recommends coffee beans. This is the category's reading list, not Starbucks's — and not one of them is a brand-owned page. The shelf is written by editors, not marketers.
- consumerreports.org 723 citations
- foodnetwork.com 655 citations
- kaffico.com 499 citations
- reddit.com 471 citations
- cornercoffeestore.com 332 citations
- themanual.com 331 citations
- homegrounds.co 286 citations
- coffeebot.app 271 citations
How we measured this
- We asked ChatGPT 1,122 shopping questions about coffee beans in July 2026. The questions never named Starbucks or any brand, so nothing here was prompted into the answer.
- Share of shelf is how often Starbucks came up across all 1,122 questions — a frequency, not a rank of quality or sales.
- Retailer and price figures are drawn from the product offers ChatGPT actually displayed for Starbucks.
- This is one engine, one country, one point in time. It is a snapshot of a shelf that moves.
Starbucks team, or think a number is wrong? Tell us — we check it against the raw data and correct or remove the page.
Is this your brand?
We run the same measurement on your brand specifically — every question you show up in, who shows up instead, which retailers ChatGPT sends buyers to, and what is missing from your feed.
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