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What's the best automotive heat shield?

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
1.5K
CPC
$0.26
Total est. value / mo
$24
Common ways people ask this (14)
  • What's the best automotive heat shield for exhaust heat?
  • What's the best automotive heat shield for engine bay protection?
  • What's the best automotive heat shield for underbody protection?
  • What's the best automotive heat shield for turbo applications?
  • What's the best automotive heat shield for classic cars?
  • What's the best automotive heat shield for motorcycles?
  • What's the best automotive heat shield for daily driving?
  • What's the best automotive heat shield for track use?
  • What's the best automotive heat shield for easy installation?
  • What's the best automotive heat shield for high temperatures?
  • What's the best automotive heat shield for aluminum surfaces?
  • What's the best automotive heat shield for headers?
  • What's the best automotive heat shield on a budget?
  • What's the best automotive heat shield for sound and heat reduction?

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 3m.com 5/5 30 $7
2 autoneum.com 3/5 18 $4
3 tesa.com 4/5 12 $3
4 laird.com 3/5 8 $2
5 sae.org 2/5 6 $1
6 gentherm.com 2/5 5 $1
7 autonews.com 2/5 3 $0
8 marelli.com 2/5 3 $0
9 dana.com 2/5 2 $0
10 basf.com 2/5 2 $0
11 oerlikon.com 2/5 1 $0
12 arcelormittal.com 2/5 1 $0
13 magna.com 2/5 1 $0
14 heatshieldproducts.com 2/5 1 $0
15 benteler.com 2/5 0 $0
16 henniges.com 2/5 0 $0
17 forvia.com 2/5 0 $0
18 mahle.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 →