Category AI Visibility Report
Luggage & 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
≈161,507
Est. AI queries / month
81
Buyer topics monitored
45
Brands on the AI shelf
7
Categories covered
Key insights
- Over the last 30 days, GEOly monitored 81 buyer topics in Luggage & Bags across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 161,507 AI queries per month.
- Travelpro leads the AI shelf with 3.8% of brand mentions, followed by Quince (3.8%) and Away (3%). The top three hold 10.6% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “Tote bags for the beach” (top keyword “beach tote”, ~14,800 searches/mo).
- AI answers lean on reddit.com most (24.1% 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 | Travelpro | 1,960 | 3.8% |
| 2 | Quince | 1,948 | 3.8% |
| 3 | Away | 1,530 | 3% |
| 4 | Timbuk2 | 1,461 | 2.9% |
| 5 | Calpak | 1,264 | 2.5% |
| 6 | WaterField Designs | 1,263 | 2.5% |
| 7 | Briggs & Riley | 1,247 | 2.4% |
| 8 | L.L.Bean | 1,102 | 2.2% |
| 9 | Samsonite | 1,022 | 2% |
| 10 | BAGSMART | 906 | 1.8% |
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 |
|---|---|---|---|
| Tote bags for the beach | ≈25,840 | beach tote | 14,800 |
| Men's tote bags | ≈24,243 | tote bag for men | 14,800 |
| Large tote bags | ≈24,211 | large tote bag | 18,100 |
| Large suitcases | ≈15,316 | large suitcase | 12,100 |
| Kids suitcases | ≈14,992 | kids luggage | 12,100 |
| Lightweight suitcases | ≈13,088 | lightweight luggage | 12,100 |
| water resistant laptop bags | ≈5,169 | water resistant laptop bags | 1,900 |
| rolling laptop bags | ≈5,105 | rolling bags for laptop | 2,400 |
| laptop bags for travel | ≈4,823 | travelling laptop bags | 2,400 |
| cool messenger bags | ≈3,254 | cool messenger bags for men | 1,600 |
| messenger bags for biking | ≈2,807 | timbuk2 messenger bag | 14,800 |
| quilted makeup bags | ≈2,593 | makeup bags quilted | 3,600 |
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 | 1,276 | 24.1% |
| travelandleisure.com | 1,140 | 21.6% |
| wired.com | 355 | 6.7% |
| forbes.com | 316 | 6% |
| packhacker.com | 299 | 5.7% |
| outdoorgearlab.com | 293 | 5.5% |
| goodhousekeeping.com | 114 | 2.2% |
| travelpro.com | 94 | 1.8% |
Category reports inside
| Category | Est. AI queries / mo | Topics | Top brand in AI |
|---|---|---|---|
| Tote Bags | ≈74,294 | 12 | Quince |
| Suitcases | ≈43,396 | 11 | Travelpro |
| Laptop Bags | ≈15,097 | 11 | Quince |
| Makeup Bags | ≈9,844 | 16 | Calpak |
| Messenger Bags | ≈7,451 | 12 | Timbuk2 |
| Toiletry Bags | ≈7,219 | 11 | L.L.Bean |
| Garment Bags | ≈4,206 | 8 | Briggs & Riley |
FAQ
Which brands do AI assistants recommend most for luggage & bags?
Over the last 30 days the top brands by AI mention share are: Travelpro (3.8%), Quince (3.8%), Away (3%), Timbuk2 (2.9%), Calpak (2.5%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about luggage & bags?
GEOly estimates ~161,507 AI queries per month in this category across 81 buyer topics, led by “Tote bags for the beach”.
Which sources do AI engines cite for luggage & bags?
The most-cited domains are: reddit.com, travelandleisure.com, wired.com, forbes.com, packhacker.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.