Category AI Visibility Report
Medicine Cabinets 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
≈5,574
Est. AI queries / month
10
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 10 buyer topics in Medicine Cabinets across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 5,574 AI queries per month.
- Kohler leads the AI shelf with 25.1% of brand mentions, followed by Robern Vitality (8.2%) and Glacier Bay (3.7%). The top three hold 37% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “vintage medicine cabinets” (top keyword “vintage medicine cabinets”, ~1,900 searches/mo).
- AI answers lean on homedepot.com most (29.4% 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 | Kohler | 1,111 | 25.1% |
| 2 | Robern Vitality | 362 | 8.2% |
| 3 | Glacier Bay | 164 | 3.7% |
| 4 | Glass Warehouse | 159 | 3.6% |
| 5 | Keonjinn | 148 | 3.3% |
| 6 | Tetote | 132 | 3% |
| 7 | JENSEN | 117 | 2.6% |
| 8 | WG Wood Products | 110 | 2.5% |
| 9 | Fox Hollow Furnishings | 102 | 2.3% |
| 10 | TecHome | 102 | 2.3% |
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 |
|---|---|---|---|
| vintage medicine cabinets | ≈1,941 | vintage medicine cabinets | 1,900 |
| large medicine cabinets | ≈1,877 | large mirror medicine cabinets | 1,600 |
| oval medicine cabinets | ≈1,756 | oval medicine cabinets with mirror | 720 |
| medicine cabinets without mirrors | — | medicine cabinets without mirrors | 2,400 |
| locking medicine cabinets | — | locked medicine cabinets | 1,000 |
| small medicine cabinets | — | small medicine cabinets | 1,600 |
| medicine cabinets with lights | — | medicine cabinets with mirror and lights | 4,400 |
| recessed medicine cabinets | — | recessed medicine cabinet | 18,100 |
| surface mount medicine cabinets | — | surface mount medicine cabinet | 3,600 |
| mirrored medicine cabinets | — | mirrored medicine cabinets | 33,100 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| homedepot.com | 226 | 29.4% |
| lowes.com | 116 | 15.1% |
| kohler.com | 91 | 11.8% |
| reddit.com | 89 | 11.6% |
| bhg.com | 60 | 7.8% |
| robern.com | 31 | 4% |
| houzz.com | 22 | 2.9% |
| architecturaldigest.com | 22 | 2.9% |
Related category reports
FAQ
Which brands do AI assistants recommend most for medicine cabinets?
Over the last 30 days the top brands by AI mention share are: Kohler (25.1%), Robern Vitality (8.2%), Glacier Bay (3.7%), Glass Warehouse (3.6%), Keonjinn (3.3%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about medicine cabinets?
GEOly estimates ~5,574 AI queries per month in this category across 10 buyer topics, led by “vintage medicine cabinets”.
Which sources do AI engines cite for medicine cabinets?
The most-cited domains are: homedepot.com, lowes.com, kohler.com, reddit.com, bhg.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.