Category AI Visibility Report
Milk Storage Bags 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
≈616
Est. AI queries / month
9
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 9 buyer topics in Milk Storage Bags across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 616 AI queries per month.
- Lansinoh leads the AI shelf with 24.6% of brand mentions, followed by Medela (18.1%) and Haakaa (8.1%). The top three hold 50.8% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “Size-Specific Breast Milk Storage Bags” (top keyword “breast milk storage bags 100 count”, ~170 searches/mo).
- AI answers lean on reddit.com most (26.9% 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 | Lansinoh | 751 | 24.6% |
| 2 | Medela | 553 | 18.1% |
| 3 | Haakaa | 247 | 8.1% |
| 4 | Legendairy Milk | 210 | 6.9% |
| 5 | Kiinde | 140 | 4.6% |
| 6 | Dr. Brown's | 116 | 3.8% |
| 7 | Momcozy | 96 | 3.1% |
| 8 | Baby Brezza | 95 | 3.1% |
| 9 | Zip Top | 79 | 2.6% |
| 10 | Willow | 79 | 2.6% |
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 |
|---|---|---|---|
| Size-Specific Breast Milk Storage Bags | ≈309 | breast milk storage bags 100 count | 170 |
| Reusable Breast Milk Storage Bags | ≈307 | breast milk storage bags reusable | 720 |
| Breast Milk Storage Bags Through Insurance | — | breast milk storage bags through insurance | 140 |
| BPA-Free Breast Milk Storage Bags | — | bpa-free breast milk storage bags | 2,900 |
| Breast Milk Freezer Storage Bags | — | breast milk freezer storage bags | 480 |
| Muttermilchbeutel zum Einfrieren | — | muttermilchbeutel einfrieren | 30 |
| Silicone Breast Milk Storage Bags | — | silicone breast milk storage bags | 390 |
| Breast Milk Storage Bags for Spectra | — | breast pump milk storage bags | 480 |
| Breast Milk Storage Bags | — | bags for breast milk storage | 40,500 |
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 | 183 | 26.9% |
| cdc.gov | 81 | 11.9% |
| medela.com | 51 | 7.5% |
| lansinoh.com | 47 | 6.9% |
| thebump.com | 38 | 5.6% |
| target.com | 28 | 4.1% |
| dm.de | 27 | 4% |
| walmart.com | 22 | 3.2% |
FAQ
Which brands do AI assistants recommend most for milk storage bags?
Over the last 30 days the top brands by AI mention share are: Lansinoh (24.6%), Medela (18.1%), Haakaa (8.1%), Legendairy Milk (6.9%), Kiinde (4.6%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about milk storage bags?
GEOly estimates ~616 AI queries per month in this category across 9 buyer topics, led by “Size-Specific Breast Milk Storage Bags”.
Which sources do AI engines cite for milk storage bags?
The most-cited domains are: reddit.com, cdc.gov, medela.com, lansinoh.com, 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.