Category AI Visibility Report
Bath Toys 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
≈3,961
Est. AI queries / month
15
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 15 buyer topics in Bath Toys across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 3,961 AI queries per month.
- Munchkin leads the AI shelf with 19.9% of brand mentions, followed by Mushie (7.1%) and Skip Hop (5.8%). The top three hold 32.8% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “bath toys for 3 year olds” (top keyword “bath tub toys for 3 year olds”, ~720 searches/mo).
- AI answers lean on reddit.com most (22.5% 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 | Munchkin | 1,021 | 19.9% |
| 2 | Mushie | 364 | 7.1% |
| 3 | Skip Hop | 300 | 5.8% |
| 4 | Tub Works | 299 | 5.8% |
| 5 | Green Toys | 230 | 4.5% |
| 6 | Yookidoo | 140 | 2.7% |
| 7 | Dreambaby | 136 | 2.7% |
| 8 | Disney | 136 | 2.7% |
| 9 | Boon | 133 | 2.6% |
| 10 | Infantino | 130 | 2.5% |
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 |
|---|---|---|---|
| bath toys for 3 year olds | ≈1,015 | bath tub toys for 3 year olds | 720 |
| mermaid bath toys | ≈997 | bath toys mermaid | 880 |
| fish bath toys | ≈977 | bath fish toys | 480 |
| bath toys with bubbles | ≈972 | bath toys with bubbles | 390 |
| bath toys for 2 year olds | — | bath toys for 2 year olds | 1,000 |
| rubber duck bath toys | — | bath toys rubber duck | 1,300 |
| sea animal bath toys | — | bath toys sea animals | 720 |
| bath toys for infants and newborns | — | infant bath toys | 6,600 |
| best bath toys | — | toys for in the bath | 12,100 |
| bath toys for 5 year olds | — | bath toys for 5 year olds | 880 |
| mold-free bath toys | — | bath toys mould free | 1,900 |
| boat bath toys | — | bath toys boats | 1,000 |
| animal bath toys | — | animals bath toys | 590 |
| light up bath toys | — | bath toys light up | 1,600 |
| bath toys for 1 year olds | — | bath toys for 1 year olds | 1,900 |
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 | 211 | 22.5% |
| babygearlab.com | 176 | 18.8% |
| babylist.com | 165 | 17.6% |
| target.com | 129 | 13.8% |
| goodhousekeeping.com | 103 | 11% |
| thebump.com | 42 | 4.5% |
| walmart.com | 19 | 2% |
| funtoytoy.com | 16 | 1.7% |
Related category reports
FAQ
Which brands do AI assistants recommend most for bath toys?
Over the last 30 days the top brands by AI mention share are: Munchkin (19.9%), Mushie (7.1%), Skip Hop (5.8%), Tub Works (5.8%), Green Toys (4.5%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about bath toys?
GEOly estimates ~3,961 AI queries per month in this category across 15 buyer topics, led by “bath toys for 3 year olds”.
Which sources do AI engines cite for bath toys?
The most-cited domains are: reddit.com, babygearlab.com, babylist.com, target.com, goodhousekeeping.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.