Category AI Visibility Report
Bed Rails 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
≈11,451
Est. AI queries / month
16
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 16 buyer topics in Bed Rails across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 11,451 AI queries per month.
- Stander leads the AI shelf with 20.3% of brand mentions, followed by Hollywood Racks (20.1%) and Regalo (6.3%). The top three hold 46.7% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “bed rails for camper bunks” (top keyword “bunk bed rails for camper”, ~880 searches/mo).
- AI answers lean on fda.gov most (17.8% 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 | Stander | 856 | 20.3% |
| 2 | Hollywood Racks | 851 | 20.1% |
| 3 | Regalo | 265 | 6.3% |
| 4 | Able Life | 173 | 4.1% |
| 5 | hiccapop | 113 | 2.7% |
| 6 | B & H Panel Company | 98 | 2.3% |
| 7 | ComfyBumpy | 95 | 2.2% |
| 8 | Delta Children | 90 | 2.1% |
| 9 | Dreambaby | 83 | 2% |
| 10 | Invacare Softform | 82 | 1.9% |
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 |
|---|---|---|---|
| bed rails for camper bunks | ≈3,020 | bunk bed rails for camper | 880 |
| hospital bed rails | ≈2,898 | bed rails hospital | 1,600 |
| bed rails with hooks | ≈2,792 | hook bed frame rails | 1,000 |
| portable bed rails | ≈2,741 | bed rails portable | 1,000 |
| cal king bed rails | — | cal king bed rails | 60,500 |
| bed rails for adjustable beds | — | bed rails for adjustable bed | 1,900 |
| bed frame rails | — | hollywood bed rails | 1,600 |
| bed rails for elderly | — | bed rails for seniors | 18,100 |
| king bed rails | — | metal bed rails for king size bed | 6,600 |
| queen bed rails | — | metal bed rails for queen bed | 12,100 |
| children's bed rails | — | childrens bed rail | 4,400 |
| crib bed rails | — | bed rails for infants | 4,400 |
| bunk bed rails | — | bed rails bunk bed | 1,900 |
| full size bed rails | — | bed rails for a full size bed | 2,400 |
| twin bed rails | — | twin bed with rails | 5,400 |
| bed guard rails | — | guard rails bed | 3,600 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| fda.gov | 201 | 17.8% |
| cpsc.gov | 151 | 13.4% |
| reddit.com | 113 | 10% |
| walmart.com | 68 | 6% |
| elderlydaily.com | 61 | 5.4% |
| safewise.com | 47 | 4.2% |
| apnews.com | 44 | 3.9% |
| babylist.com | 42 | 3.7% |
Related category reports
FAQ
Which brands do AI assistants recommend most for bed rails?
Over the last 30 days the top brands by AI mention share are: Stander (20.3%), Hollywood Racks (20.1%), Regalo (6.3%), Able Life (4.1%), hiccapop (2.7%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about bed rails?
GEOly estimates ~11,451 AI queries per month in this category across 16 buyer topics, led by “bed rails for camper bunks”.
Which sources do AI engines cite for bed rails?
The most-cited domains are: fda.gov, cpsc.gov, reddit.com, walmart.com, elderlydaily.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.