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What's the best cupcake frosting?

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
1.2K
CPC
$0.05
Total est. value / mo
$3
Common ways people ask this (14)
  • What's the best cupcake frosting for piping?
  • What's the best cupcake frosting for spreading?
  • What's the best cupcake frosting for vanilla cupcakes?
  • What's the best cupcake frosting for chocolate cupcakes?
  • What's the best cupcake frosting for buttercream lovers?
  • What's the best cupcake frosting for less sweet cupcakes?
  • What's the best cupcake frosting for decorating?
  • What's the best cupcake frosting for hot weather?
  • What's the best cupcake frosting for beginner bakers?
  • What's the best cupcake frosting for a crowd?
  • What's the best cupcake frosting for birthdays?
  • What's the best cupcake frosting for dairy-free baking?
  • What's the best cupcake frosting for vegan baking?
  • What's the best cupcake frosting for a stable finish?

What ChatGPT actually answered

One of the 5 times we asked ChatGPT this, verbatim. The leaderboard below aggregates all 5 runs.

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.

RankWebsiteAppearsEst. visits / moEst. value / mo
1 allrecipes.com 5/5 25 $1
2 sallysbakingaddiction.com 5/5 15 $0
3 bettycrocker.com 5/5 10 $0
4 kingarthurbaking.com 5/5 7 $0
5 foodnetwork.com 5/5 5 $0
6 preppykitchen.com 5/5 4 $0
7 wilton.com 5/5 3 $0
8 biggerbolderbaking.com 5/5 2 $0
9 tasteofhome.com 5/5 2 $0
10 sugarspunrun.com 4/5 1 $0
11 joyofbaking.com 3/5 1 $0
12 landolakes.com 3/5 1 $0
13 thekitchn.com 4/5 1 $0
14 bakefromscratch.com 2/5 0 $0
15 bakedbyanintrovert.com 2/5 0 $0
16 mybakingaddiction.com 3/5 0 $0
17 delish.com 2/5 0 $0
18 bakingamoment.com 3/5 0 $0
19 handletheheat.com 3/5 0 $0
20 cupcakeproject.com 2/5 0 $0
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 →