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Reports/Vehicles & Parts/Vehicle Parts & Accessories/Upholstery Cleaners

Category AI Visibility Report

Upholstery Cleaners AI Visibility Report 2026: Top Brands & Buyer Topics in AI Search

Data updated 2026-08-27 · 30-day window · ChatGPT · Google AI Mode · Google AI Overviews

≈15,957

Est. AI queries / month

11

Buyer topics monitored

10

Brands on the AI shelf

Key insights

  • Over the last 30 days, GEOly monitored 11 buyer topics in Upholstery Cleaners across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 15,957 AI queries per month.
  • Bissell leads the AI shelf with 23.7% of brand mentions, followed by Hoover (8.7%) and Shark (8.2%). The top three hold 40.6% combined — a concentrated shelf where challengers need a differentiated topic wedge.
  • The highest-demand topic is “upholstery cleaner machines” (top keyword “best upholstery cleaner machine”, ~3,600 searches/mo).
  • AI answers lean on goodhousekeeping.com most (30.7% of citations) — earning presence on these sources is the shortest path to being recommended.

Brands AI recommends most

Share of brand mentions across AI answers in the last 30 days (Share of Model).

#BrandAI mentionsShare
1Bissell1,47223.7%
2Hoover5408.7%
3Shark5128.2%
4Dupray2774.5%
5Mytee2413.9%
6Chemical Guys1933.1%
7Folex1562.5%
8Rocco & Roxie1442.3%
9McCulloch1412.3%
10Meguiar's1342.2%

What shoppers ask AI

Buyer topics monitored in this category, with estimated monthly AI queries and the top Google keyword behind each topic.

TopicEst. AI queries / moTop keywordSearch volume / mo
upholstery cleaner machines≈5,548best upholstery cleaner machine3,600
solvent-based upholstery cleaners≈5,250solvent based cleaners for upholstery1,900
water-based upholstery cleaners≈5,159water based cleaners for upholstery1,900
enzyme upholstery cleaners—pet stain enzyme cleaner14,800
upholstery cleaners for leather—leather couch cleaner18,100
portable upholstery cleaners—portable carpet and upholstery cleaners33,100
upholstery cleaners for couches—couch cleaner33,100
carpet and upholstery cleaners—portable carpet and upholstery cleaners33,100
upholstery cleaners for pet stains—pet stain enzyme cleaner14,800
upholstery cleaners for cars—car seat cleaner14,800
steam upholstery cleaners—best steam cleaner14,800

Sources AI cites in this category

Root domains AI engines cited most when answering category queries in the last 30 days.

DomainCitationsShare
goodhousekeeping.com38830.7%
reddit.com17513.8%
caranddriver.com16212.8%
bobvila.com1259.9%
consumerreports.org776.1%
bissell.com403.2%
bhg.com352.8%
vacuumwars.com282.2%

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FAQ

Which brands do AI assistants recommend most for upholstery cleaners?

Over the last 30 days the top brands by AI mention share are: Bissell (23.7%), Hoover (8.7%), Shark (8.2%), Dupray (4.5%), Mytee (3.9%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.

How many people ask AI about upholstery cleaners?

GEOly estimates ~15,957 AI queries per month in this category across 11 buyer topics, led by “upholstery cleaner machines”.

Which sources do AI engines cite for upholstery cleaners?

The most-cited domains are: goodhousekeeping.com, reddit.com, caranddriver.com, bobvila.com, consumerreports.org. Building brand presence on these sources is the most direct way to win AI recommendations.

Methodology

GEOly continuously runs category buyer prompts across ChatGPT, Google AI Mode, Google AI Overviews and records which brands are mentioned and which sources are cited. Figures aggregate a 30-day window; AI query volumes are modeled estimates from keyword demand and AI-adoption share. Data: GEOly MCP Server, updated 2026-08-27.

See your brand inside this category

GEOly tracks how ChatGPT, Google AI Mode and Google AI Overviews mention, rank and cite your brand against every competitor above — and what to fix to win the AI shelf.

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