Category AI Visibility Report
Baby & Toddler 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
≈160,867
Est. AI queries / month
114
Buyer topics monitored
153
Brands on the AI shelf
20
Categories covered
Key insights
- Over the last 30 days, GEOly monitored 114 buyer topics in Baby & Toddler across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 160,867 AI queries per month.
- Munchkin leads the AI shelf with 4.9% of brand mentions, followed by Philips (3.4%) and Chicco (2.7%). The top three hold 11% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “travel car seats” (top keyword “travel car seat”, ~27,100 searches/mo).
- AI answers lean on reddit.com most (18.9% 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 | 2,268 | 4.9% |
| 2 | Philips | 1,591 | 3.4% |
| 3 | Chicco | 1,274 | 2.7% |
| 4 | Graco | 1,107 | 2.4% |
| 5 | Dr. Brown's | 1,035 | 2.2% |
| 6 | Leviton | 949 | 2% |
| 7 | Pampers | 823 | 1.8% |
| 8 | Ubbi | 780 | 1.7% |
| 9 | Huggies | 778 | 1.7% |
| 10 | Legrand | 767 | 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 |
|---|---|---|---|
| travel car seats | ≈34,269 | travel car seat | 27,100 |
| FAA approved car seats | ≈34,140 | car seats that are faa approved | 14,800 |
| disposable diapers | ≈27,795 | disposable diapers | 27,100 |
| pull-up diapers | ≈18,813 | pull ups diapers | 14,800 |
| Finger food baby food | ≈5,889 | baby finger foods | 5,400 |
| Baby food pouches | ≈5,635 | baby food pouches | 8,100 |
| Ready-to-feed baby formula | ≈4,245 | ready to feed formula | 3,600 |
| Baby formula for spit up | ≈4,014 | infant spitting up formula | 2,400 |
| night lights for adults | ≈3,582 | night lights adults | 2,400 |
| rechargeable night lights | ≈3,517 | rechargeable night lights | 2,400 |
| pacifiers for preemies | ≈2,221 | preemies and pacifiers | 1,900 |
| orthodontic pacifiers | ≈1,984 | pacifier teeth | 12,100 |
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 | 1,642 | 18.9% |
| babylist.com | 1,272 | 14.7% |
| healthychildren.org | 669 | 7.7% |
| babygearlab.com | 648 | 7.5% |
| consumerreports.org | 560 | 6.5% |
| homedepot.com | 230 | 2.7% |
| cdc.gov | 158 | 1.8% |
| nhtsa.gov | 140 | 1.6% |
Category reports inside
| Category | Est. AI queries / mo | Topics | Top brand in AI |
|---|---|---|---|
| Car Seats | ≈68,409 | 8 | Graco |
| Diapers | ≈46,608 | 7 | Pampers |
| Baby Food | ≈11,524 | 6 | Happy Baby |
| Baby Formula | ≈8,259 | 6 | Similac |
| Night Lights | ≈7,099 | 8 | GE |
| Outlet Covers | ≈6,631 | 15 | Leviton |
| Pacifiers | ≈6,034 | 10 | Philips |
| Cabinet Locks | ≈1,810 | 11 | Safety 1st |
| Sippy Cups | ≈1,693 | 9 | Munchkin |
| Burp Cloths | ≈1,667 | 7 | Burt's Bees Baby |
| Diaper Pails | ≈1,133 | 5 | Ubbi |
| Alphabet Puzzles | — | 2 | Melissa & Doug |
| Baby Bouncers | — | 2 | BabyBjörn |
| Baby Feeding Bowls | — | 1 | WeeSprout |
| Baby Gates | — | 4 | Regalo |
| Baby Jumpers | — | 1 | Skip Hop |
| Baby Musical Toys | — | 4 | Baby Einstein |
| Baby Play Mats | — | 3 | Little Bot Ofie |
| Baby Rockers | — | 2 | BabyBjörn |
| Changing Pads | — | 3 | Skip Hop |
FAQ
Which brands do AI assistants recommend most for baby & toddler?
Over the last 30 days the top brands by AI mention share are: Munchkin (4.9%), Philips (3.4%), Chicco (2.7%), Graco (2.4%), Dr. Brown's (2.2%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about baby & toddler?
GEOly estimates ~160,867 AI queries per month in this category across 114 buyer topics, led by “travel car seats”.
Which sources do AI engines cite for baby & toddler?
The most-cited domains are: reddit.com, babylist.com, healthychildren.org, babygearlab.com, consumerreports.org. 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.