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Cross-channel competitor matrix

Who's stealing the cooling-vest answer on Amazon, Google and AI.

Same buyer, three different surfaces. ChillSwift is invisible on all three right now. Here's who's filling the gap.

0
Google top-10 positions across 4 head keywords
0/10
Perplexity citations on cooling queries
3
Rob-confirmed Amazon competitor ASINs analysed
8
Real AI-cited competitors identified

The 30-second read

Rob-confirmed Amazon competitor ASINs

ASINBrandCategoryDifferentiator in title
B09T9PPV4BYLNEWWAYSTools & Home Improvement24 ice packs
B0F42DLD7DCallicebusTools & Home Improvement30 ice packs, 6 pockets
B0CZ8VQ6TBHENNCHEETools & Home Improvement12 ice packs, blue

Three observations: (1) all three lead title with ice-pack COUNT as the primary differentiator. Your title strategy should match. (2) All three sit in "Tools & Home Improvement", not Sports or Clothing. This category matches industrial-worker buyer intent. Worth checking whether B07BNCJ1SJ is in the same category. (3) Generic brand naming pattern means you're not up against a real brand on Amazon. You're up against listing quality.

Google SERP top 10 for "cooling vest" (US)

RankDomainType
2ergodyne.comBrand · workwear specialist
3ezcooldown.comBrand · industrial/sports vests (Netherlands)
4amazon.comAggregator
5polarproducts.comBrand · medical/MS cooling
7reddit.comDiscussion
8rehabmart.comBuying guide

Source: DataForSEO live SERP, US location, depth 10. Cost to pull: $0.008. We can pull this monthly to track movement.

AI engine citation winners

DomainCitationsWhy they win
amazon.com8Aggregator, gets cited as a category surface, not a brand
mycoolingstore.com6Multi-brand US Shopify retailer, 364 ref domains, no buying guides yet (lane open)
ezcooldown.com5Direct competitor. Dominates motorcycle + PCM queries
ergodyne.com4Workwear brand with deep product taxonomy
glaciertek.com4US-made vests since 1997, deep brand history
polarproducts.com4Medical / MS cooling specialist
texascoolvest.com4NASA-tech PCM specialist
rover.com / treelinereview.com / doggearreview.com2 eachDog-niche authority sites

What this matrix tells you to do

On Amazon

Lead your title with pack count and capacity. Check the category. Optimise the gallery, A+ content, FAQ. Brand stuff matters less than listing density and reviews. The brand "NHI" mismatch on B07BNCJ1SJ is your highest-leverage Amazon fix.

On Google

You're not competing against Ergodyne or Polar Products for "cooling vest" anytime soon. Go after the long-tail intent queries: "cooling vest for MS heat intolerance", "motorcycle cooling vest highway speed", "how long does a cooling vest last". The content roadmap maps these to specific pages.

On AI

The winners get cited because they have structured comparison content (tables), specific numbers (cooling duration, °F drop), and schema markup. Your 3 "AI evidence pages" in the content roadmap are designed to do exactly this. Build those first.

The lane that's open

mycoolingstore.com gets 6 AI citations on the back of zero buying guides. Their pages are product pages with no content depth. A 1500-word "cooling vest comparison 2026" page with real specs, a table, and FAQPage schema would outrank them in months. See the AI evidence pages section of the content roadmap.

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