Category AI Visibility Report
White Noise Machines 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
≈4,288
Est. AI queries / month
6
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 6 buyer topics in White Noise Machines across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 4,288 AI queries per month.
- LectroFan leads the AI shelf with 35.2% of brand mentions, followed by Yogasleep (26.3%) and SNOOZ (11.9%). The top three hold 73.4% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “white noise machines for dogs” (top keyword “dogs white noise machines”, ~3,600 searches/mo).
- AI answers lean on reddit.com most (25% 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 | LectroFan | 1,023 | 35.2% |
| 2 | Yogasleep | 763 | 26.3% |
| 3 | SNOOZ | 345 | 11.9% |
| 4 | Sound Of Sleep Sound+Sleep | 258 | 8.9% |
| 5 | Hatch | 133 | 4.6% |
| 6 | Marpac | 74 | 2.5% |
| 7 | Sound Oasis | 61 | 2.1% |
| 8 | Dreamegg | 54 | 1.9% |
| 9 | Adaptive Sound Technologies | 42 | 1.4% |
| 10 | HoMedics | 34 | 1.2% |
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 |
|---|---|---|---|
| white noise machines for dogs | ≈2,269 | dogs white noise machines | 3,600 |
| loud white noise machines | ≈2,019 | loudest white noise machines | 390 |
| pink noise white noise machines | — | pink noise vs white noise | 3,600 |
| portable white noise machines | — | portable white noise machine | 5,400 |
| brown noise white noise machines | — | brown noise machine | 3,600 |
| best white noise machines | — | white noise machine | 74,000 |
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 | 117 | 25% |
| nbcnews.com | 60 | 12.8% |
| sleepfoundation.org | 30 | 6.4% |
| kitauthority.com | 29 | 6.2% |
| akc.org | 26 | 5.6% |
| whitenoisemachines.com | 23 | 4.9% |
| wired.com | 20 | 4.3% |
| consumerreports.org | 14 | 3% |
Related category reports
FAQ
Which brands do AI assistants recommend most for white noise machines?
Over the last 30 days the top brands by AI mention share are: LectroFan (35.2%), Yogasleep (26.3%), SNOOZ (11.9%), Sound Of Sleep Sound+Sleep (8.9%), Hatch (4.6%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about white noise machines?
GEOly estimates ~4,288 AI queries per month in this category across 6 buyer topics, led by “white noise machines for dogs”.
Which sources do AI engines cite for white noise machines?
The most-cited domains are: reddit.com, nbcnews.com, sleepfoundation.org, kitauthority.com, akc.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.