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What's the best wedding cake bakery?

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
3.4K
CPC
$0.71
Total est. value / mo
$148
Common ways people ask this (15)
  • What's the best wedding cake bakery for custom cakes?
  • What's the best wedding cake bakery for budget weddings?
  • What's the best wedding cake bakery for luxury wedding cakes?
  • What's the best wedding cake bakery for simple designs?
  • What's the best wedding cake bakery for elaborate designs?
  • What's the best wedding cake bakery for fondant cakes?
  • What's the best wedding cake bakery for buttercream cakes?
  • What's the best wedding cake bakery for vegan cakes?
  • What's the best wedding cake bakery for gluten-free cakes?
  • What's the best wedding cake bakery for destination weddings?
  • What's the best wedding cake bakery for large weddings?
  • What's the best wedding cake bakery for small weddings?
  • What's the best wedding cake bakery for tasting appointments?
  • What's the best wedding cake bakery for same-day pickup?
  • What's the best wedding cake bakery for delivery?

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 wedding cake bakery?
ChatGPT:
  1. theknot.com
  2. weddingwire.com
  3. yelp.com
  4. thumbtack.com
  5. cakestudents.com
  6. bakemag.com
  7. gibsonsbakery.com
  8. magnoliabakery.com
  9. maggianos.com
  10. carlosbakery.com
  11. frostedart.com
  12. elitecake.com
  13. sugarcakery.com
  14. thecupcakecollection.com
  15. bakerschoice.com
  16. goldbelly.com
  17. insomniacookies.com
  18. williamssonoma.com
  19. wholefoodsmarket.com
  20. costco.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 ▲1 theknot.com 68
2 ▼1 weddingwire.com 41
3 yelp.com 27
4 ▲6 magnoliabakery.com 19
5 new marthastewart.com 14
6 ▼1 wilton.com 10
7 new foursquare.com 7
8 ▼4 thumbtack.com 6
9 new kingarthurbaking.com 4
10 new cakedecorist.com 3
11 new bakerella.com 3
12 ▲4 milkbarstore.com 2
13 ▲6 nothingbundtcakes.com 2
14 new hummingbirdbakery.com 1
15 new bakedbymelissa.com 1
16 new cakestop.com 1
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 →