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What's the best cake shop?

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
56K
CPC
$0.20
Total est. value / mo
$692
Common ways people ask this (14)
  • What's the best cake shop for custom birthday cakes?
  • What's the best cake shop for wedding cakes?
  • What's the best cake shop for gourmet desserts?
  • What's the best cake shop for budget-friendly cakes?
  • What's the best cake shop for vegan cakes?
  • What's the best cake shop for gluten-free cakes?
  • What's the best cake shop for same-day pickup?
  • What's the best cake shop for delivery?
  • What's the best cake shop for kids' birthday parties?
  • What's the best cake shop for celebration cakes?
  • What's the best cake shop for fresh-baked cakes?
  • What's the best cake shop for specialty designs?
  • What's the best local cake shop?
  • What's the best cake shop with online ordering?

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 goldbelly.com 3/5 1.1K $225
2 wilton.com 3/5 675 $135
3 cakeboss.com 2/5 450 $90
4 magnoliabakery.com 3/5 309 $61
5 carvel.com 3/5 225 $45
6 marthastewart.com 3/5 169 $33
7 walmart.com 2/5 124 $24
8 sprinkles.com 2/5 96 $19
9 costco.com 2/5 73 $14
10 sallysbakingaddiction.com 2/5 56 $11
11 cakengifts.in 2/5 45 $9
12 bettycrocker.com 2/5 34 $6
13 kingarthurbaking.com 2/5 28 $5
14 milkbarstore.com 2/5 23 $4
15 cheesecake.com 2/5 17 $3
16 cakes.com 2/5 14 $2
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 →