Category AI Visibility Report
Robes 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
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Est. AI queries / month
12
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 12 buyer topics in Robes across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 0 AI queries per month.
- Quince leads the AI shelf with 17.5% of brand mentions, followed by L.L.Bean (4.8%) and Victoria’s Secret (3.1%). The top three hold 25.4% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “Plush robes” (top keyword “plush robe”, ~5,400 searches/mo).
- AI answers lean on reddit.com most (21.9% 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 | Quince | 817 | 17.5% |
| 2 | L.L.Bean | 224 | 4.8% |
| 3 | Victoria’s Secret | 144 | 3.1% |
| 4 | Brooklinen | 131 | 2.8% |
| 5 | Lands' End | 130 | 2.8% |
| 6 | Barefoot Dreams | 111 | 2.4% |
| 7 | ARUS | 105 | 2.3% |
| 8 | Parachute | 105 | 2.3% |
| 9 | Lunya | 102 | 2.2% |
| 10 | Nordstrom | 101 | 2.2% |
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 |
|---|---|---|---|
| Plush robes | — | plush robe | 5,400 |
| Hooded robes | — | hooded mens robes | 5,400 |
| Bridal robes | — | bridal robe | 12,100 |
| Terry cloth robes | — | terry cloth bath robes | 14,800 |
| Women's robes | — | womens robes | 49,500 |
| Cotton robes | — | cotton robes for women | 9,900 |
| Kimono robes | — | kimono robe | 14,800 |
| Satin robes | — | satin robe | 5,400 |
| Long robes | — | women robes long | 8,100 |
| Men's robes | — | mens robes | 27,100 |
| Children's robes | — | childrens robes | 8,100 |
| Silk robes | — | silk robe | 18,100 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| reddit.com | 99 | 21.9% |
| goodhousekeeping.com | 47 | 10.4% |
| forbes.com | 33 | 7.3% |
| menshealth.com | 22 | 4.9% |
| dreamsilken.com | 17 | 3.8% |
| travelandleisure.com | 15 | 3.3% |
| seyante.com | 15 | 3.3% |
| theknot.com | 14 | 3.1% |
FAQ
Which brands do AI assistants recommend most for robes?
Over the last 30 days the top brands by AI mention share are: Quince (17.5%), L.L.Bean (4.8%), Victoria’s Secret (3.1%), Brooklinen (2.8%), Lands' End (2.8%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about robes?
GEOly estimates ~0 AI queries per month in this category across 12 buyer topics, led by “Plush robes”.
Which sources do AI engines cite for robes?
The most-cited domains are: reddit.com, goodhousekeeping.com, forbes.com, menshealth.com, dreamsilken.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.