Category AI Visibility Report
Laptop 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
≈15,097
Est. AI queries / month
11
Buyer topics monitored
10
Brands on the AI shelf
1
Categories covered
Key insights
- Over the last 30 days, GEOly monitored 11 buyer topics in Laptop Bags across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 15,097 AI queries per month.
- Quince leads the AI shelf with 5.3% of brand mentions, followed by Timbuk2 (5.2%) and TUMI (4.2%). The top three hold 14.7% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “water resistant laptop bags” (top keyword “water resistant laptop bags”, ~1,900 searches/mo).
- AI answers lean on reddit.com most (37.5% 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 | 392 | 5.3% |
| 2 | Timbuk2 | 385 | 5.2% |
| 3 | TUMI | 314 | 4.2% |
| 4 | WaterField Designs | 288 | 3.9% |
| 5 | Cuyana | 261 | 3.5% |
| 6 | Leatherology | 241 | 3.3% |
| 7 | Bellroy | 219 | 3% |
| 8 | Calpak | 197 | 2.7% |
| 9 | Tomtoc | 163 | 2.2% |
| 10 | Samsonite | 153 | 2.1% |
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 |
|---|---|---|---|
| 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 |
| laptop messenger bags | — | leather messenger bag for men | 8,100 |
| laptop bags for work | — | work backpack | 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 | 216 | 37.5% |
| travelandleisure.com | 74 | 12.8% |
| packhacker.com | 69 | 12% |
| wired.com | 66 | 11.5% |
| outdoorgearlab.com | 39 | 6.8% |
| marieclaire.com | 15 | 2.6% |
| editorialist.com | 12 | 2.1% |
| harpersbazaar.com | 10 | 1.7% |
Category reports inside
| Category | Est. AI queries / mo | Topics | Top brand in AI |
|---|---|---|---|
| Laptop Bags | ≈15,097 | 11 | Quince |
FAQ
Which brands do AI assistants recommend most for laptop bags?
Over the last 30 days the top brands by AI mention share are: Quince (5.3%), Timbuk2 (5.2%), TUMI (4.2%), WaterField Designs (3.9%), Cuyana (3.5%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about laptop bags?
GEOly estimates ~15,097 AI queries per month in this category across 11 buyer topics, led by “water resistant laptop bags”.
Which sources do AI engines cite for laptop bags?
The most-cited domains are: reddit.com, travelandleisure.com, packhacker.com, wired.com, outdoorgearlab.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.