Category AI Visibility Report
Baby Sleep Sacks 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
≈8,687
Est. AI queries / month
35
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 35 buyer topics in Baby Sleep Sacks across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 8,687 AI queries per month.
- Kyte leads the AI shelf with 26.8% of brand mentions, followed by Halo Sleep (21.2%) and ergoPouch (12.3%). The top three hold 60.3% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “Baby sleep sacks for 3-6 months” (top keyword “sleep sacks for 3 month old”, ~880 searches/mo).
- AI answers lean on reddit.com most (24.2% 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 | Kyte | 3,168 | 26.8% |
| 2 | Halo Sleep | 2,503 | 21.2% |
| 3 | ergoPouch | 1,459 | 12.3% |
| 4 | Woolino | 1,069 | 9% |
| 5 | Love to Dream | 815 | 6.9% |
| 6 | Quince | 563 | 4.8% |
| 7 | Tealbee | 242 | 2% |
| 8 | gunamuna | 240 | 2% |
| 9 | Aden + Anais | 217 | 1.8% |
| 10 | Burt's Bees Baby | 189 | 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 |
|---|---|---|---|
| Baby sleep sacks for 3-6 months | ≈1,117 | sleep sacks for 3 month old | 880 |
| Weighted baby sleep sacks | ≈1,105 | weighted sleep sacks for newborns | 110 |
| Winter sleep sacks | ≈1,104 | sleep sacks for winter | 880 |
| Baby sleep sacks by size range | ≈1,089 | sleep sack 0-3 months | 320 |
| Extra long and large sleep sacks | ≈1,080 | sleep sacks xl | 260 |
| Sleep sacks benefits and development | ≈1,079 | benefits of sleep sacks | 110 |
| Summer baby sleep sacks | ≈1,068 | summer sleep sacks for infants | 390 |
| Safe sleep sacks | ≈1,045 | are sleep sacks safe for infants | 480 |
| Sleep sacks for newborns and infants | — | sleep sacks infants | 74,000 |
| Baby sleep sacks for older toddlers | — | toddler sleep sack | 9,900 |
| Swaddle baby sleep sacks | — | baby swaddle | 60,500 |
| TOG-rated sleep sacks | — | 2.5 tog sleep sacks | 2,900 |
| Winter baby sleep sacks | — | winter sleep sack for newborn | 720 |
| Sleep sacks with tog ratings | — | 2.5 tog sleep sacks | 2,900 |
| Sleep sacks with sleeves and arms | — | long sleeve sleep sacks | 2,400 |
| Sleep sacks educational and how-to | — | how to dress a newborn for sleep | 5,400 |
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 | 606 | 24.2% |
| babylist.com | 468 | 18.7% |
| healthychildren.org | 362 | 14.5% |
| aap.org | 231 | 9.2% |
| thebump.com | 143 | 5.7% |
| parents.com | 117 | 4.7% |
| cpsc.gov | 90 | 3.6% |
| nbcnews.com | 82 | 3.3% |
FAQ
Which brands do AI assistants recommend most for baby sleep sacks?
Over the last 30 days the top brands by AI mention share are: Kyte (26.8%), Halo Sleep (21.2%), ergoPouch (12.3%), Woolino (9%), Love to Dream (6.9%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about baby sleep sacks?
GEOly estimates ~8,687 AI queries per month in this category across 35 buyer topics, led by “Baby sleep sacks for 3-6 months”.
Which sources do AI engines cite for baby sleep sacks?
The most-cited domains are: reddit.com, babylist.com, healthychildren.org, aap.org, thebump.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.