Category AI Visibility Report
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
≈14,597
Est. AI queries / month
34
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 34 buyer topics in Bags across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 14,597 AI queries per month.
- Beis leads the AI shelf with 8.1% of brand mentions, followed by Dagne Dover (6.6%) and Skip Hop (6%). The top three hold 20.7% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “Diaper bags with organizers” (top keyword “diaper bags organizer”, ~2,900 searches/mo).
- AI answers lean on reddit.com most (28.4% 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 | Beis | 1,300 | 8.1% |
| 2 | Dagne Dover | 1,061 | 6.6% |
| 3 | Skip Hop | 963 | 6% |
| 4 | Itzy Ritzy | 652 | 4% |
| 5 | L.L.Bean | 589 | 3.7% |
| 6 | Calpak | 587 | 3.6% |
| 7 | JuJuBe | 399 | 2.5% |
| 8 | Away | 359 | 2.2% |
| 9 | Parker Baby | 347 | 2.2% |
| 10 | BabbleRoo | 318 | 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 |
|---|---|---|---|
| Diaper bags with organizers | ≈2,683 | diaper bags organizer | 2,900 |
| Diaper bags in pink | ≈2,542 | diaper bags black | 1,600 |
| Western diaper bags | ≈2,391 | diaper bags western | 1,600 |
| Quilted diaper bags | ≈2,386 | quilted diaper bags | 1,600 |
| Travel diaper bags | ≈2,368 | diaper bags travel | 1,600 |
| Diaper bags for twins | ≈2,227 | twin diaper bags | 1,000 |
| Shoulder bags | — | coach shoulder bag | 110,000 |
| Leather diaper bags | — | vegan leather diaper bags | 8,100 |
| Designer diaper bags | — | coach diaper bags | 33,100 |
| Durable diaper bags | — | durable diaper bags | 6,600 |
| Diaper bag backpacks | — | diaper bag backpack | 18,100 |
| Duffel bags | — | duffle bag | 110,000 |
| Backpack bags | — | backpack bags nike | 135,000 |
| Backpack diaper bags | — | diaper bag backpack | 18,100 |
| Cute diaper bags | — | adorable diaper bags | 3,600 |
| Stylish diaper bags | — | prettiest diaper bags | 27,100 |
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 | 578 | 28.4% |
| babylist.com | 520 | 25.5% |
| forbes.com | 200 | 9.8% |
| consumerreports.org | 117 | 5.7% |
| travelandleisure.com | 108 | 5.3% |
| babygearlab.com | 76 | 3.7% |
| outdoorgearlab.com | 42 | 2.1% |
| vilanera.com | 37 | 1.8% |
FAQ
Which brands do AI assistants recommend most for bags?
Over the last 30 days the top brands by AI mention share are: Beis (8.1%), Dagne Dover (6.6%), Skip Hop (6%), Itzy Ritzy (4%), L.L.Bean (3.7%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about bags?
GEOly estimates ~14,597 AI queries per month in this category across 34 buyer topics, led by “Diaper bags with organizers”.
Which sources do AI engines cite for bags?
The most-cited domains are: reddit.com, babylist.com, forbes.com, consumerreports.org, travelandleisure.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.