Category AI Visibility Report
Wine Racks 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
≈3,189
Est. AI queries / month
13
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 13 buyer topics in Wine Racks across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 3,189 AI queries per month.
- VintageView leads the AI shelf with 8.8% of brand mentions, followed by Rebrilliant (3.5%) and Wine Racks America (3.2%). The top three hold 15.5% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “Modular wine racks” (top keyword “modular wine racks”, ~720 searches/mo).
- AI answers lean on reddit.com most (17% 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).
| # | Brand | AI mentions | Share |
|---|---|---|---|
| 1 | VintageView | 351 | 8.8% |
| 2 | Rebrilliant | 140 | 3.5% |
| 3 | Wine Racks America | 126 | 3.2% |
| 4 | J.K. Adams | 120 | 3% |
| 5 | Sorbus | 98 | 2.5% |
| 6 | 17 Stories | 90 | 2.3% |
| 7 | KingsBottle | 80 | 2% |
| 8 | Vinotemp | 73 | 1.8% |
| 9 | VEVOR | 73 | 1.8% |
| 10 | STACT | 72 | 1.8% |
What shoppers ask AI
Buyer topics monitored in this category, with estimated monthly AI queries and the top Google keyword behind each topic.
| Topic | Est. AI queries / mo | Top keyword | Search volume / mo |
|---|---|---|---|
| Modular wine racks | ≈1,088 | modular wine racks | 720 |
| Countertop wine racks | ≈1,086 | wine racks tabletop | 880 |
| Small wine racks | ≈1,015 | 6 bottle wine racks | 320 |
| Wine storage racks | — | wine racks for storage | 1,600 |
| Wine racks with glass storage | — | wine racks hanging glasses | 1,300 |
| Tall wine racks | — | wine racks tall | 880 |
| Wine racks for wine cellar | — | wine racks for wine cellar | 880 |
| Wood wine racks | — | wooden wall wine racks | 1,000 |
| Wine racks for cabinets | — | cabinet wine racks inserts | 880 |
| Wall mounted wine racks | — | metal wine racks for wall | 1,300 |
| Freestanding wine racks | — | wine racks standing | 720 |
| Built-in wine racks | — | wine racks built-in | 880 |
| Metal wine racks | — | gold metal wine racks | 480 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| reddit.com | 71 | 17% |
| homedepot.com | 52 | 12.5% |
| vintageview.com | 43 | 10.3% |
| wineracks.com | 43 | 10.3% |
| wineenthusiast.com | 39 | 9.4% |
| winecellarhq.com | 31 | 7.4% |
| wayfair.com | 24 | 5.8% |
| themodernwineedit.com | 21 | 5% |
Related category reports
FAQ
Which brands do AI assistants recommend most for wine racks?
Over the last 30 days the top brands by AI mention share are: VintageView (8.8%), Rebrilliant (3.5%), Wine Racks America (3.2%), J.K. Adams (3%), Sorbus (2.5%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about wine racks?
GEOly estimates ~3,189 AI queries per month in this category across 13 buyer topics, led by “Modular wine racks”.
Which sources do AI engines cite for wine racks?
The most-cited domains are: reddit.com, homedepot.com, vintageview.com, wineracks.com, wineenthusiast.com. 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.