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What's the best bicycle front 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
2.8K
CPC
$0.09
Total est. value / mo
$15
Common ways people ask this (14)
  • What's the best bicycle front light for commuting?
  • What's the best bicycle front light for road biking?
  • What's the best bicycle front light for mountain biking?
  • What's the best bicycle front light for city riding?
  • What's the best bicycle front light for nighttime riding?
  • What's the best bicycle front light for daytime visibility?
  • What's the best bicycle front light for a bright beam?
  • What's the best bicycle front light for a wide beam?
  • What's the best bicycle front light for long battery life?
  • What's the best bicycle front light for USB charging?
  • What's the best bicycle front light for helmet mounting?
  • What's the best bicycle front light for handlebar mounting?
  • What's the best bicycle front light for budget buyers?
  • What's the best bicycle front light for lightweight setups?

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 knog.com 5/5 56 $5
2 lezyne.com 5/5 33 $3
3 trekbikes.com 4/5 22 $2
4 specialized.com 5/5 15 $1
5 lightandmotion.com 5/5 11 $1
6 blackburndesign.com 4/5 8 $0
7 cateye.com 3/5 6 $0
8 bontrager.com 4/5 5 $0
9 garmin.com 4/5 4 $0
10 cat-eye.com 2/5 3 $0
11 giant-bicycles.com 2/5 2 $0
12 moon-sport.com 4/5 2 $0
13 cannondale.com 2/5 1 $0
14 planetbike.com 5/5 1 $0
15 shimano.com 2/5 1 $0
16 sigmasport.com 2/5 1 $0
17 niterider.com 3/5 1 $0
18 cygolite.com 2/5 0 $0
19 serfas.com 3/5 0 $0
20 topeak.com 3/5 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 →