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What's the best vanilla 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
1.9K
CPC
$0.05
Total est. value / mo
$5
Common ways people ask this (12)
  • What's the best vanilla frosting for cakes?
  • What's the best vanilla frosting for cupcakes?
  • What's the best vanilla frosting for cookies?
  • What's the best vanilla frosting for piping?
  • What's the best vanilla frosting for decorating?
  • What's the best vanilla frosting for store-bought convenience?
  • What's the best vanilla frosting from scratch?
  • What's the best vanilla frosting in a can?
  • What's the best vanilla frosting for buttercream taste?
  • What's the best vanilla frosting for a budget?
  • What's the best vanilla frosting for sweet flavor?
  • What's the best vanilla frosting for less sweetness?

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 bettycrocker.com 5/5 37 $1
2 sallysbakingaddiction.com 5/5 22 $1
3 allrecipes.com 5/5 15 $0
4 foodnetwork.com 5/5 10 $0
5 kingarthurbaking.com 5/5 7 $0
6 tasteofhome.com 5/5 6 $0
7 wilton.com 5/5 4 $0
8 preppykitchen.com 5/5 3 $0
9 thekitchn.com 5/5 2 $0
10 landolakes.com 4/5 2 $0
11 sugarspunrun.com 3/5 1 $0
12 joyofbaking.com 4/5 1 $0
13 mccormick.com 3/5 1 $0
14 southernliving.com 2/5 1 $0
15 bbcgoodfood.com 2/5 1 $0
16 kraftheinz.com 3/5 0 $0
17 mybakingaddiction.com 3/5 0 $0
18 beyondfrosting.com 2/5 0 $0
19 marthastewart.com 2/5 0 $0
20 biggerbolderbaking.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 →