Category AI Visibility Report
Hospital Bags 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
≈31,559
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 Hospital Bags across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 31,559 AI queries per month.
- Beis leads the AI shelf with 6.5% of brand mentions, followed by Calpak (5.2%) and L.L.Bean (4.9%). The top three hold 16.6% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “makeup bags for hospital and travel” (top keyword “parallel makeup bag”, ~14,800 searches/mo).
- AI answers lean on reddit.com most (20.9% 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 | Beis | 253 | 6.5% |
| 2 | Calpak | 203 | 5.2% |
| 3 | L.L.Bean | 192 | 4.9% |
| 4 | Quince | 175 | 4.5% |
| 5 | Dagne Dover | 132 | 3.4% |
| 6 | Away | 127 | 3.3% |
| 7 | The North Face | 100 | 2.6% |
| 8 | BAGSMART | 93 | 2.4% |
| 9 | Skip Hop | 92 | 2.4% |
| 10 | Peak Design | 92 | 2.4% |
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 |
|---|---|---|---|
| makeup bags for hospital and travel | ≈23,670 | parallel makeup bag | 14,800 |
| hospital bags for maternity and pregnancy | ≈7,889 | hospital bags | 6,600 |
| hospital bag checklists and packing guides | — | hospital bag checklist | 18,100 |
| diaper and baby bags for hospital and travel | — | best diaper bags | 27,100 |
| hospital bags with colostomy and ostomy supplies | — | — | — |
| tote bags for hospital packing | — | leather tote bag | 33,100 |
| crossbody bags for hospital visits | — | leather crossbody bag | 33,100 |
| duffel and weekender bags for hospital stays | — | tsa approved carry-on bag | 33,100 |
| travel toiletry bags for hospital stays | — | toiletry bag | 33,100 |
| hospital bags for catheter and medical supplies | — | — | — |
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 | 98 | 20.9% |
| babylist.com | 89 | 19% |
| travelandleisure.com | 83 | 17.7% |
| forbes.com | 38 | 8.1% |
| clevelandclinic.org | 34 | 7.2% |
| wired.com | 26 | 5.5% |
| packhacker.com | 18 | 3.8% |
| outdoorgearlab.com | 12 | 2.6% |
FAQ
Which brands do AI assistants recommend most for hospital bags?
Over the last 30 days the top brands by AI mention share are: Beis (6.5%), Calpak (5.2%), L.L.Bean (4.9%), Quince (4.5%), Dagne Dover (3.4%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about hospital bags?
GEOly estimates ~31,559 AI queries per month in this category across 10 buyer topics, led by “makeup bags for hospital and travel”.
Which sources do AI engines cite for hospital bags?
The most-cited domains are: reddit.com, babylist.com, travelandleisure.com, forbes.com, clevelandclinic.org. 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.