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What's the best automotive 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
$0.12
Total est. value / mo
$25
Common ways people ask this (15)
  • What's the best automotive cleaner for interior surfaces?
  • What's the best automotive cleaner for exterior surfaces?
  • What's the best automotive cleaner for leather seats?
  • What's the best automotive cleaner for fabric seats?
  • What's the best automotive cleaner for dashboards?
  • What's the best automotive cleaner for wheels?
  • What's the best automotive cleaner for tires?
  • What's the best automotive cleaner for glass?
  • What's the best automotive cleaner for engine bays?
  • What's the best automotive cleaner for detailing?
  • What's the best automotive cleaner for grease and grime?
  • What's the best automotive cleaner for bug and tar removal?
  • What's the best automotive cleaner for new cars?
  • What's the best automotive cleaner for professional use?
  • What's the best automotive cleaner on 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 armorall.com 5/5 68 $8
2 meguiars.com 5/5 41 $4
3 chemicalguys.com 5/5 27 $3
4 3m.com 5/5 19 $2
5 turtlewax.com 5/5 14 $1
6 adamspolishes.com 5/5 10 $1
7 mothers.com 4/5 7 $0
8 griotsgarage.com 4/5 6 $0
9 autogeek.net 5/5 4 $0
10 sonax.com 3/5 3 $0
11 rainx.com 4/5 3 $0
12 carpro-us.com 4/5 2 $0
13 stp.com 4/5 2 $0
14 sonaxusa.com 2/5 1 $0
15 p21s.com 3/5 1 $0
16 motul.com 2/5 1 $0
17 valvoline.com 2/5 1 $0
18 permatex.com 2/5 1 $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 →