Category AI Visibility Report
Hat Boxes 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
≈1,544
Est. AI queries / month
7
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 7 buyer topics in Hat Boxes across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 1,544 AI queries per month.
- Schneiders leads the AI shelf with 7.6% of brand mentions, followed by CASEMATIX (5.6%) and Rebrilliant (5.5%). The top three hold 18.7% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “hat gift boxes” (top keyword “hat gift boxes”, ~720 searches/mo).
- AI answers lean on travelandleisure.com most (39.8% 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 | Schneiders | 176 | 7.6% |
| 2 | CASEMATIX | 130 | 5.6% |
| 3 | Rebrilliant | 126 | 5.5% |
| 4 | Stetson | 107 | 4.6% |
| 5 | Hammer | 78 | 3.4% |
| 6 | Cowboy City | 65 | 2.8% |
| 7 | Household Essentials | 57 | 2.5% |
| 8 | SteamLine | 56 | 2.4% |
| 9 | Better Display Cases | 55 | 2.4% |
| 10 | Resistol | 51 | 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 |
|---|---|---|---|
| hat gift boxes | ≈778 | hat gift boxes | 720 |
| baseball hat boxes | ≈766 | baseball hat boxes | 320 |
| hat boxes for shipping | — | hat shipping boxes | 880 |
| hat boxes for storage | — | hat storage boxes | 3,600 |
| cowboy hat boxes | — | cowboy hat box | 2,900 |
| hat boxes for travel | — | hat boxes travel | 1,300 |
| hat display boxes | — | hat display boxes | 1,300 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| travelandleisure.com | 98 | 39.8% |
| reddit.com | 47 | 19.1% |
| tealpackaging.com | 13 | 5.3% |
| kdequestrian.com | 13 | 5.3% |
| target.com | 12 | 4.9% |
| alibaba.com | 12 | 4.9% |
| thewearify.com | 8 | 3.3% |
| cherrypicksreviews.com | 6 | 2.4% |
Related category reports
FAQ
Which brands do AI assistants recommend most for hat boxes?
Over the last 30 days the top brands by AI mention share are: Schneiders (7.6%), CASEMATIX (5.6%), Rebrilliant (5.5%), Stetson (4.6%), Hammer (3.4%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about hat boxes?
GEOly estimates ~1,544 AI queries per month in this category across 7 buyer topics, led by “hat gift boxes”.
Which sources do AI engines cite for hat boxes?
The most-cited domains are: travelandleisure.com, reddit.com, tealpackaging.com, kdequestrian.com, target.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.