Category AI Visibility Report
Music Boxes 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
≈4,803
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 Music Boxes across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 4,803 AI queries per month.
- Reuge leads the AI shelf with 23.9% of brand mentions, followed by Sankyo (5.4%) and Thorens (4.2%). The top three hold 33.5% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “wooden music boxes” (top keyword “wood music boxes”, ~1,000 searches/mo).
- AI answers lean on reddit.com most (18.2% 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 | Reuge | 1,500 | 23.9% |
| 2 | Sankyo | 336 | 5.4% |
| 3 | Thorens | 263 | 4.2% |
| 4 | Regina | 178 | 2.8% |
| 5 | Mermod Frères | 159 | 2.5% |
| 6 | Polyphon | 159 | 2.5% |
| 7 | Wolf | 152 | 2.4% |
| 8 | Nicole Frères | 134 | 2.1% |
| 9 | Mr. Christmas | 114 | 1.8% |
| 10 | Mele & Co | 113 | 1.8% |
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 |
|---|---|---|---|
| wooden music boxes | ≈1,262 | wood music boxes | 1,000 |
| music jewelry boxes | ≈1,255 | music jewellery boxes | 1,000 |
| Italian music boxes | ≈1,217 | anri music boxes | 880 |
| Swiss music boxes | ≈1,069 | reuge music boxes | 2,400 |
| Christmas music boxes | — | christmas music boxes | 1,900 |
| antique vintage music boxes | — | music boxes vintage | 2,900 |
| vintage antique music boxes | — | music boxes vintage | 2,900 |
| personalized music boxes | — | custom music box | 5,400 |
| music boxes for adults | — | music boxes for adults | 590 |
| hand crank music boxes | — | hand cranked music boxes | 3,600 |
| ballerina music boxes | — | ballet music boxes | 6,600 |
| custom music boxes | — | custom music box | 5,400 |
| music boxes for babies and infants | — | music boxes for infants | 1,300 |
| music boxes for infants | — | music boxes for infants | 1,300 |
| carousel music boxes | — | music boxes carousel | 1,600 |
| mechanical music boxes | — | cylinder music boxes | 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 |
|---|---|---|
| reddit.com | 171 | 18.2% |
| reuge.com | 157 | 16.8% |
| etsy.com | 79 | 8.4% |
| appraisily.com | 36 | 3.8% |
| themusicboxcottage.com | 36 | 3.8% |
| donuma.com | 31 | 3.3% |
| antique-identifier.app | 29 | 3.1% |
| musicboxattic.com | 27 | 2.9% |
FAQ
Which brands do AI assistants recommend most for music boxes?
Over the last 30 days the top brands by AI mention share are: Reuge (23.9%), Sankyo (5.4%), Thorens (4.2%), Regina (2.8%), Mermod Frères (2.5%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about music boxes?
GEOly estimates ~4,803 AI queries per month in this category across 16 buyer topics, led by “wooden music boxes”.
Which sources do AI engines cite for music boxes?
The most-cited domains are: reddit.com, reuge.com, etsy.com, appraisily.com, themusicboxcottage.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.