Category AI Visibility Report
Toiletry 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
≈7,219
Est. AI queries / month
11
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 11 buyer topics in Toiletry Bags across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 7,219 AI queries per month.
- L.L.Bean leads the AI shelf with 8.4% of brand mentions, followed by BAGSMART (7.1%) and Eagle Creek (6.2%). The top three hold 21.7% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “large toiletry bags” (top keyword “toiletry bags large”, ~1,900 searches/mo).
- AI answers lean on travelandleisure.com most (22.4% 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 | L.L.Bean | 657 | 8.4% |
| 2 | BAGSMART | 557 | 7.1% |
| 3 | Eagle Creek | 482 | 6.2% |
| 4 | Quince | 448 | 5.7% |
| 5 | Calpak | 322 | 4.1% |
| 6 | Peak Design | 294 | 3.8% |
| 7 | Away | 281 | 3.6% |
| 8 | Lifetime Leather Co | 240 | 3.1% |
| 9 | Dagne Dover | 185 | 2.4% |
| 10 | Gravel | 176 | 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 |
|---|---|---|---|
| large toiletry bags | ≈2,508 | toiletry bags large | 1,900 |
| children's toiletry bags | ≈2,449 | childrens toiletry bags | 1,000 |
| designer toiletry bags | ≈2,262 | lv toiletry bags | 2,900 |
| women's toiletry bags | — | toiletry bag for women | 9,900 |
| personalized toiletry bags | — | personalised toiletry bags | 4,400 |
| hanging toiletry bags | — | hanging toiletry bag | 12,100 |
| travel toiletry bags | — | travel toiletry bag | 22,200 |
| best toiletry bags | — | toiletry bag | 33,100 |
| men's toiletry bags | — | mens toiletry bag | 27,100 |
| leather toiletry bags | — | mens leather toiletry bags | 5,400 |
| TSA-approved toiletry bags | — | tsa approved toiletry bag | 12,100 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| travelandleisure.com | 205 | 22.4% |
| wired.com | 203 | 22.1% |
| reddit.com | 169 | 18.4% |
| packhacker.com | 129 | 14.1% |
| forbes.com | 38 | 4.1% |
| wsj.com | 34 | 3.7% |
| tsa.gov | 17 | 1.9% |
| whowhatwear.com | 15 | 1.6% |
Related category reports
FAQ
Which brands do AI assistants recommend most for toiletry bags?
Over the last 30 days the top brands by AI mention share are: L.L.Bean (8.4%), BAGSMART (7.1%), Eagle Creek (6.2%), Quince (5.7%), Calpak (4.1%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about toiletry bags?
GEOly estimates ~7,219 AI queries per month in this category across 11 buyer topics, led by “large toiletry bags”.
Which sources do AI engines cite for toiletry bags?
The most-cited domains are: travelandleisure.com, wired.com, reddit.com, packhacker.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.