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The AI Shopping Index/Auto parts and performance/Coilovers

Coilovers

Which brands the models name when a shopper asks which coilovers to buy. Run across ChatGPT, Gemini and Perplexity, refreshed as new checks come in.

218
Answers
34
Brands named
17
Questions asked
2 days
Since last run

Who the models name

Mention rate is the share of the 218 answers that named the brand at all. A brand can be named without being recommended first, which is why the order below is not a ranking of quality.

#BrandMention rate%By engine
1Fortune Auto71GPT 78GEM 62PPX 74
2BC Racing64GPT 69GEM 58PPX 66
3Tein52GPT 55GEM 49PPX 51
4KW Suspension38GPT 41GEM 36PPX 37
5Öhlins31GPT 34GEM 27PPX 31
6Raceland14GPT 12GEM 19PPX 11
7FactionFab9GPT 7GEM 14PPX 6

27 more brands were named in fewer than 5% of answers. Show all 34

Not on this list? Run a free check and see which of these seventeen questions you lose.

The questions behind it

The buying questions shoppers actually put to the models in this category.

best coilovers for a WRX42
coilovers vs lowering springs31
budget coilovers that don't ride harsh28
are coilovers worth it on a daily driver24
best coilovers for track days19
how much do coilovers cost installed16

Where the answers come from

The sources the models cite for this category, by share of cited answers.

reddit.com18%
fortuneauto.com14%
caranddriver.com11%
youtube.com9%
bcracing-na.com8%
nasioc.com6%
Two of the top five sources are brand-owned. Fortune Auto and BC Racing are cited on their own domains, which is most of why they lead. That is the whole thesis of the category page: the models cite whoever answered the question, and a product page that answers nothing gets cited by nobody.

How this page is made

Every free visibility check runs a category's buying questions through ChatGPT, Gemini and Perplexity and records which brands each answer names. This page aggregates those runs. It reports what the models said, not our opinion of any brand, and mention rate is not a measure of product quality.

Individual store scorecards are private. When someone runs a check, the detailed result for their store stays with them. Only the category-level view is published here.

Questions about a figure on this page, or a request to have a brand removed? Get in touch and we will respond within five business days.

Not named on this page?

Run a free check on your store and see exactly which of these seventeen questions you lose, which sources the models trust instead, and what to publish about it.