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What's the best automotive light?

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
$0.19
Total est. value / mo
$21
Common ways people ask this (15)
  • What's the best automotive light for headlights?
  • What's the best automotive light for fog lights?
  • What's the best automotive light for taillights?
  • What's the best automotive light for brake lights?
  • What's the best automotive light for turn signals?
  • What's the best automotive light for interior lighting?
  • What's the best automotive light for off-road driving?
  • What's the best automotive light for towing?
  • What's the best automotive light for nighttime driving?
  • What's the best automotive light for bad weather?
  • What's the best automotive light for LED upgrades?
  • What's the best automotive light for halogen replacement?
  • What's the best automotive light for budget buyers?
  • What's the best automotive light for trucks?
  • What's the best automotive light for motorcycles?

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 hella.com 5/5 37 $7
2 osram.com 5/5 22 $4
3 philips.com 5/5 15 $2
4 stanley.co.jp 4/5 10 $1
5 koito.co.jp 4/5 7 $1
6 automotive-lighting.com 3/5 6 $1
7 denso.com 3/5 4 $0
8 valeo.com 3/5 3 $0
9 sylvania.com 3/5 2 $0
10 depo.com.tw 3/5 2 $0
11 varroc.com 2/5 1 $0
12 bosch.com 2/5 1 $0
13 morimotohid.com 2/5 1 $0
14 anzousa.com 2/5 1 $0
15 tyc.com 2/5 1 $0
16 ledperf.com 2/5 0 $0
17 tungsram.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 →