Category AI Visibility Report
Wine Fridges 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
≈2,265
Est. AI queries / month
9
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 9 buyer topics in Wine Fridges across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 2,265 AI queries per month.
- Newair leads the AI shelf with 14% of brand mentions, followed by Whynter (10.6%) and EuroCave (8.9%). The top three hold 33.5% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “Wine fridges for long-term storage” (top keyword “wine fridge for long term storage”, ~1,000 searches/mo).
- AI answers lean on reddit.com most (32.3% 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 | Newair | 728 | 14% |
| 2 | Whynter | 550 | 10.6% |
| 3 | EuroCave | 464 | 8.9% |
| 4 | Kalamera | 310 | 6% |
| 5 | Zephyr | 309 | 6% |
| 6 | Wine Enthusiast | 245 | 4.7% |
| 7 | ULINE | 206 | 4% |
| 8 | Ivation | 182 | 3.5% |
| 9 | Allavino FlexCount | 179 | 3.4% |
| 10 | EdgeStar | 161 | 3.1% |
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 |
|---|---|---|---|
| Wine fridges for long-term storage | ≈1,162 | wine fridge for long term storage | 1,000 |
| Narrow wine fridges | ≈1,103 | shallow depth wine fridges | 590 |
| Freestanding wine fridges | — | freestanding wine fridge | 1,900 |
| Single zone wine fridges | — | wine fridge single zone | 3,600 |
| Undercounter wine fridges | — | wine fridge undercounter | 6,600 |
| Wine and beverage wine fridges | — | wine and beverage fridge | 2,400 |
| Dual zone wine fridges | — | wine fridges dual zone | 8,100 |
| Small wine fridges | — | small wine fridge | 9,900 |
| Large wine fridges | — | tall wine fridge | 1,000 |
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 | 218 | 32.3% |
| consumerreports.org | 119 | 17.6% |
| wineenthusiast.com | 45 | 6.7% |
| bonappetit.com | 33 | 4.9% |
| forbes.com | 28 | 4.1% |
| eurocave.com | 25 | 3.7% |
| homedepot.com | 23 | 3.4% |
| lowes.com | 20 | 3% |
Related category reports
FAQ
Which brands do AI assistants recommend most for wine fridges?
Over the last 30 days the top brands by AI mention share are: Newair (14%), Whynter (10.6%), EuroCave (8.9%), Kalamera (6%), Zephyr (6%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about wine fridges?
GEOly estimates ~2,265 AI queries per month in this category across 9 buyer topics, led by “Wine fridges for long-term storage”.
Which sources do AI engines cite for wine fridges?
The most-cited domains are: reddit.com, consumerreports.org, wineenthusiast.com, bonappetit.com, forbes.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.