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What's the best light bar?

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
7.6K
CPC
$0.08
Total est. value / mo
$37
Common ways people ask this (14)
  • What's the best light bar for trucks?
  • What's the best light bar for off-roading?
  • What's the best light bar for work vehicles?
  • What's the best light bar for ATVs?
  • What's the best light bar for UTVs?
  • What's the best light bar for emergency vehicles?
  • What's the best light bar for boats?
  • What's the best budget light bar?
  • What's the best waterproof light bar?
  • What's the best bright light bar?
  • What's the best LED light bar?
  • What's the best curved light bar?
  • What's the best small light bar?
  • What's the best long light bar?

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 amazon.com 5/5 151 $12
2 walmart.com 5/5 91 $7
3 harborfreight.com 5/5 61 $4
4 4wheelparts.com 5/5 42 $3
5 northerntool.com 3/5 30 $2
6 kchilites.com 4/5 23 $1
7 autozone.com 4/5 17 $1
8 lowes.com 3/5 13 $1
9 rigidindustries.com 4/5 10 $0
10 ledlightbars.com 3/5 8 $0
11 hella.com 2/5 6 $0
12 superbrightleds.com 4/5 5 $0
13 oreillyauto.com 3/5 4 $0
14 homedepot.com 2/5 3 $0
15 uline.com 2/5 2 $0
16 quadratec.com 2/5 2 $0
17 offroadwarehouse.com 2/5 2 $0
18 ebay.com 2/5 1 $0
19 etrailer.com 2/5 1 $0
20 aliexpress.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 →