Category AI Visibility Report
Pool Noodles 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
≈1,785
Est. AI queries / month
8
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 8 buyer topics in Pool Noodles across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 1,785 AI queries per month.
- Oodles leads the AI shelf with 47.3% of brand mentions, followed by WOW Watersports (11.5%) and Big Joe (7%). The top three hold 65.8% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “Pool noodles for bed rails” (top keyword “pool noodles for bed rails”, ~320 searches/mo).
- AI answers lean on target.com most (25.1% 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 | Oodles | 1,385 | 47.3% |
| 2 | WOW Watersports | 338 | 11.5% |
| 3 | Big Joe | 205 | 7% |
| 4 | Play22 | 173 | 5.9% |
| 5 | AndyMark Build Systems | 77 | 2.6% |
| 6 | Workoutz | 77 | 2.6% |
| 7 | Poolmate | 63 | 2.1% |
| 8 | Robelle | 61 | 2.1% |
| 9 | Aqua Leisure | 32 | 1.1% |
| 10 | World of Warcraft | 28 | 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 |
|---|---|---|---|
| Pool noodles for bed rails | ≈893 | pool noodles for bed rails | 320 |
| Solid pool noodles | ≈892 | solid pool noodles | 390 |
| Inflatable pool noodles | — | inflatable pool noodle | 880 |
| Floating pool noodles | — | swimming pool noodles | 5,400 |
| Pool noodles for crafts | — | crafts using pool noodles | 1,000 |
| Foam pool noodles | — | swimming pool foam noodles | 5,400 |
| Large pool noodles | — | large pool noodles | 2,900 |
| Pool noodles for games | — | games with pool noodles | 880 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| target.com | 114 | 25.1% |
| foamnoodles.com | 90 | 19.8% |
| reddit.com | 76 | 16.7% |
| walmart.com | 44 | 9.7% |
| bestreviews.com | 43 | 9.5% |
| andymark.com | 23 | 5.1% |
| lowes.com | 10 | 2.2% |
| alibaba.com | 9 | 2% |
Related category reports
FAQ
Which brands do AI assistants recommend most for pool noodles?
Over the last 30 days the top brands by AI mention share are: Oodles (47.3%), WOW Watersports (11.5%), Big Joe (7%), Play22 (5.9%), AndyMark Build Systems (2.6%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about pool noodles?
GEOly estimates ~1,785 AI queries per month in this category across 8 buyer topics, led by “Pool noodles for bed rails”.
Which sources do AI engines cite for pool noodles?
The most-cited domains are: target.com, foamnoodles.com, reddit.com, walmart.com, bestreviews.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.