Category AI Visibility Report
Snowshoes 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
≈3,248
Est. AI queries / month
7
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 7 buyer topics in Snowshoes across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 3,248 AI queries per month.
- MSR leads the AI shelf with 35.1% of brand mentions, followed by Tubbs (21%) and Boston Dynamics (20.5%). The top three hold 76.6% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “snowshoes for running” (top keyword “running snowshoes”, ~720 searches/mo).
- AI answers lean on reddit.com most (20.1% 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 | MSR | 1,177 | 35.1% |
| 2 | Tubbs | 704 | 21% |
| 3 | Boston Dynamics | 689 | 20.5% |
| 4 | TSL | 221 | 6.6% |
| 5 | L.L.Bean | 118 | 3.5% |
| 6 | Iverson | 75 | 2.2% |
| 7 | Retrospec | 73 | 2.2% |
| 8 | Northern Lite | 67 | 2% |
| 9 | Crescent Moon | 47 | 1.4% |
| 10 | Dion | 23 | 0.7% |
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 |
|---|---|---|---|
| snowshoes for running | ≈1,838 | running snowshoes | 720 |
| traditional wooden snowshoes | ≈1,410 | traditional snowshoes | 390 |
| mountaineering snowshoes | — | snowshoes mountaineering | 22,200 |
| snowshoes for beginners | — | beginner snowshoes | 2,900 |
| women's snowshoes | — | women's snowshoes | 6,600 |
| snowshoes for hiking | — | trail snowshoes | 1,300 |
| best snowshoes | — | snowshoe | 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 | 176 | 20.1% |
| cleverhiker.com | 164 | 18.7% |
| outdoorgearlab.com | 158 | 18.1% |
| rei.com | 156 | 17.8% |
| snowshoemag.com | 28 | 3.2% |
| trailspace.com | 23 | 2.6% |
| atlassnowshoe.com | 20 | 2.3% |
| cascadedesigns.com | 19 | 2.2% |
Related category reports
FAQ
Which brands do AI assistants recommend most for snowshoes?
Over the last 30 days the top brands by AI mention share are: MSR (35.1%), Tubbs (21%), Boston Dynamics (20.5%), TSL (6.6%), L.L.Bean (3.5%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about snowshoes?
GEOly estimates ~3,248 AI queries per month in this category across 7 buyer topics, led by “snowshoes for running”.
Which sources do AI engines cite for snowshoes?
The most-cited domains are: reddit.com, cleverhiker.com, outdoorgearlab.com, rei.com, snowshoemag.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.