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What's the best singing class?

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
$0.51
Total est. value / mo
$39
Common ways people ask this (15)
  • What's the best singing class for beginners?
  • What's the best singing class for kids?
  • What's the best singing class for adults?
  • What's the best singing class for teens?
  • What's the best singing class for beginners online?
  • What's the best singing class for in-person lessons?
  • What's the best singing class for private coaching?
  • What's the best singing class for group lessons?
  • What's the best singing class for pop singing?
  • What's the best singing class for classical singing?
  • What's the best singing class for musical theater?
  • What's the best singing class for improving vocal range?
  • What's the best singing class for improving pitch?
  • What's the best singing class for stage performance?
  • What's the best budget singing class?

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 skillshare.com 5/5 25 $12
2 udemy.com 5/5 15 $7
3 masterclass.com 5/5 10 $5
4 takelessons.com 5/5 7 $3
5 youtube.com 5/5 5 $2
6 coursera.org 5/5 4 $1
7 lessons.com 3/5 3 $1
8 superprof.com 4/5 2 $1
9 thumbtack.com 4/5 2 $0
10 preply.com 4/5 1 $0
11 care.com 2/5 1 $0
12 lessonface.com 2/5 1 $0
13 backstage.com 2/5 1 $0
14 singingclass.com 2/5 0 $0
15 nationalassociationofteachersofsinging.org 2/5 0 $0
16 singwise.com 3/5 0 $0
17 singinglessons.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 →