Category AI Visibility Report
Tote 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
≈74,294
Est. AI queries / month
12
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 12 buyer topics in Tote Bags across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 74,294 AI queries per month.
- Quince leads the AI shelf with 7.3% of brand mentions, followed by L.L.Bean (6.1%) and Cuyana (4.9%). The top three hold 18.3% 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 (34.8% 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 | Quince | 532 | 7.3% |
| 2 | L.L.Bean | 445 | 6.1% |
| 3 | Cuyana | 353 | 4.9% |
| 4 | Lands' End | 289 | 4% |
| 5 | Calpak | 223 | 3.1% |
| 6 | Beis | 198 | 2.7% |
| 7 | Longchamp | 197 | 2.7% |
| 8 | RTIC | 179 | 2.5% |
| 9 | YETI | 135 | 1.9% |
| 10 | Baggu | 113 | 1.6% |
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 |
| Women's tote bags | — | tote bags handbags | 301,000 |
| Durable tote bags | — | durable tote bags | 90,500 |
| Tote bags for travel | — | travel tote | 14,800 |
| Lunch tote bags | — | women's lunch tote bags | 33,100 |
| Reusable tote bags | — | reusable tote shopping bags | 49,500 |
| Leather tote bags | — | leather tote bag | 33,100 |
| Tote bags for work | — | work tote bag | 18,100 |
| Designer tote bags | — | coach tote bag | 110,000 |
| Waterproof tote bags | — | waterproof tote bag | 60,500 |
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 | 219 | 34.8% |
| travelandleisure.com | 136 | 21.6% |
| wired.com | 41 | 6.5% |
| elle.com | 28 | 4.5% |
| womenshealthmag.com | 25 | 4% |
| gq.com | 24 | 3.8% |
| vogue.com | 17 | 2.7% |
| forbes.com | 16 | 2.5% |
FAQ
Which brands do AI assistants recommend most for tote bags?
Over the last 30 days the top brands by AI mention share are: Quince (7.3%), L.L.Bean (6.1%), Cuyana (4.9%), Lands' End (4%), Calpak (3.1%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about tote bags?
GEOly estimates ~74,294 AI queries per month in this category across 12 buyer topics, led by “Tote bags for the beach”.
Which sources do AI engines cite for tote bags?
The most-cited domains are: reddit.com, travelandleisure.com, wired.com, elle.com, womenshealthmag.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.