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What's the best engine bay cleaner?

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
$0.15
Total est. value / mo
$17
Common ways people ask this (14)
  • What's the best engine bay cleaner for detailing?
  • What's the best engine bay cleaner for heavy grease?
  • What's the best engine bay cleaner for light dust and grime?
  • What's the best engine bay cleaner for plastic parts?
  • What's the best engine bay cleaner for rubber hoses?
  • What's the best engine bay cleaner for aluminum surfaces?
  • What's the best engine bay cleaner for safe use on sensitive components?
  • What's the best engine bay cleaner for a touchless clean?
  • What's the best engine bay cleaner for manual scrubbing?
  • What's the best engine bay cleaner for professional use?
  • What's the best engine bay cleaner for DIY use?
  • What's the best engine bay cleaner for quick cleanup?
  • What's the best engine bay cleaner for degreasing old engines?
  • What's the best engine bay cleaner for a budget?

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 chemicalguys.com 5/5 37 $5
2 meguiars.com 5/5 22 $3
3 armorall.com 4/5 15 $2
4 3m.com 4/5 10 $1
5 mothers.com 4/5 7 $1
6 crcindustries.com 4/5 6 $0
7 autozone.com 2/5 4 $0
8 oreillyauto.com 2/5 3 $0
9 advanceautoparts.com 2/5 2 $0
10 gunk.com 2/5 2 $0
11 amazon.com 2/5 1 $0
12 autoglym.com 2/5 1 $0
13 valvolineglobal.com 3/5 1 $0
14 walmart.com 2/5 1 $0
15 griotsgarage.com 2/5 1 $0
16 sonaxusa.com 4/5 0 $0
17 adamspolishes.com 3/5 0 $0
18 napaonline.com 2/5 0 $0
19 carid.com 2/5 0 $0
20 permatex.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 →