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What's the best flat white?

A commercial recommendation prompt. We size how many people ask ChatGPT this from real search demand, then run it through ChatGPT to see which websites it recommends.

Est. people asking / mo
630K
CPC
$0.05
Total est. value / mo
$1.9K
Common ways people ask this (12)
  • What's the best flat white for espresso lovers?
  • What's the best flat white for a coffee shop?
  • What's the best flat white for home brewing?
  • What's the best flat white for a budget?
  • What's the best flat white with oat milk?
  • What's the best flat white with whole milk?
  • What's the best flat white with non-dairy milk?
  • What's the best flat white for a stronger coffee flavor?
  • What's the best flat white for a smoother taste?
  • What's the best flat white for beginners?
  • What's the best flat white for a dairy-free diet?
  • What's the best flat white for a caffeine boost?

What ChatGPT actually answered

The 5 times we asked ChatGPT this, each answer verbatim. The leaderboard below aggregates all 5 runs.

You: What's the best flat white?
ChatGPT:
  1. starbucks.com
  2. costa.co.uk
  3. pret.com
  4. timhortons.ca
  5. bluebottlecoffee.com
  6. stumptowncoffee.com
  7. intelligentsia.com
  8. peets.com
  9. nespresso.com
  10. lavazza.com
  11. illy.com
  12. coffeecompany.com
  13. baristahustle.com
  14. sprudge.com
  15. perfectdailygrind.com
  16. wikipedia.org
  17. britannica.com
  18. thekitchn.com
  19. bonappetit.com
  20. seriouseats.com

Websites ChatGPT recommends for this prompt

Aggregated across 5 runs (min 2/5 appearances). Estimated visits split the prompt's demand by rank. Sites matching the prompt's own brand are marked branded and excluded from the leaderboard.

Arrows show each site's rank change since Aug 2026.

RankWebsiteEst. visits / mo
1 starbucks.com 13K
2 wikipedia.org 7.5K
3 perfectdailygrind.com 5K
4 ▲4 baristahustle.com 3.4K
5 ▲1 specialtycoffeeassociation.org 2.5K
6 ▲3 thekitchn.com 1.9K
7 ▼3 sprudge.com 1.4K
8 ▲12 bonappetit.com 1.1K
9 ▲2 seriouseats.com 813
10 ▼3 costa.co.uk 625
11 new nationalcoffeeassociation.org 500
12 new lavazza.com 375
13 new delish.com 313
14 ▼1 nespresso.com 250
15 ▼3 illy.com 188
16 new bluebottlecoffee.com 156
17 new stumptowncoffee.com 125
18 new intelligentsia.com 94
19 new taste.com.au 75
20 ▼6 allrecipes.com 63
How is this estimated?

ChatGPT doesn't publish prompts, so we don't show logged conversations. We measure real demand for this topic from Google search volume, scale it to ChatGPT's user base (on average about 1 ChatGPT user for every 8 Google searchers, a ratio that varies by topic), and run the prompt through ChatGPT 5 times to record which websites it recommends and in what order. Estimated visits split that demand across the recommended sites by a click-through-by-rank curve. Every number is a modeled estimate, not measured analytics. Full methodology →