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What's the best engine 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
3.4K
CPC
$0.15
Total est. value / mo
$31
Common ways people ask this (12)
  • What's the best engine cleaner for cars?
  • What's the best engine cleaner for motorcycles?
  • What's the best engine cleaner for trucks?
  • What's the best engine cleaner for grease removal?
  • What's the best engine cleaner for carbon buildup?
  • What's the best engine cleaner for heavy-duty use?
  • What's the best engine cleaner for light maintenance?
  • What's the best engine cleaner for older engines?
  • What's the best engine cleaner for sensitive engine parts?
  • What's the best engine cleaner for spray application?
  • What's the best engine cleaner for foaming application?
  • What's the best engine cleaner 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 autozone.com 5/5 68 $10
2 oreillyauto.com 5/5 41 $6
3 amazon.com 5/5 27 $4
4 walmart.com 5/5 19 $2
5 bgprod.com 5/5 14 $2
6 advanceautoparts.com 4/5 10 $1
7 liqui-moly.com 4/5 7 $1
8 napaonline.com 4/5 6 $0
9 pepboys.com 3/5 4 $0
10 gumout.com 4/5 3 $0
11 stp.com 4/5 3 $0
12 valvolineglobal.com 4/5 2 $0
13 crcindustries.com 3/5 2 $0
14 seafoamsales.com 3/5 1 $0
15 chevronlubricants.com 2/5 1 $0
16 royalpurple.com 4/5 1 $0
17 gunk.com 2/5 1 $0
18 shell.com 2/5 1 $0
19 bardahl.com 3/5 0 $0
20 seafoamworks.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 →