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What's the best boxed cake?

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
1.5K
CPC
$0.14
Total est. value / mo
$13
Common ways people ask this (14)
  • What's the best boxed cake mix for chocolate cake?
  • What's the best boxed cake mix for vanilla cake?
  • What's the best boxed cake mix for birthday cake?
  • What's the best boxed cake mix for cupcakes?
  • What's the best boxed cake mix for layer cakes?
  • What's the best boxed cake mix for moist texture?
  • What's the best boxed cake mix for rich flavor?
  • What's the best boxed cake mix for beginners?
  • What's the best boxed cake mix for baking from scratch-style results?
  • What's the best boxed cake mix for easy preparation?
  • What's the best boxed cake mix for gluten-free baking?
  • What's the best boxed cake mix for low-sugar baking?
  • What's the best boxed cake mix for large gatherings?
  • What's the best boxed cake mix for budget buyers?

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 walmart.com 3/5 30 $4
2 bettycrocker.com 4/5 18 $2
3 target.com 3/5 12 $1
4 amazon.com 3/5 8 $1
5 safeway.com 3/5 6 $0
6 foodnetwork.com 3/5 5 $0
7 kroger.com 3/5 3 $0
8 allrecipes.com 3/5 3 $0
9 kingarthurbaking.com 3/5 2 $0
10 costco.com 3/5 2 $0
11 publix.com 3/5 1 $0
12 sallysbakingaddiction.com 2/5 1 $0
13 instacart.com 3/5 1 $0
14 wholefoodsmarket.com 2/5 1 $0
15 wilton.com 2/5 0 $0
16 tasteofhome.com 2/5 0 $0
17 thekitchn.com 2/5 0 $0
18 walmart.ca 2/5 0 $0
19 giantfood.com 2/5 0 $0
20 bbcgoodfood.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 →