Category AI Visibility Report
Book Nooks 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
≈3,028
Est. AI queries / month
10
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 10 buyer topics in Book Nooks across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 3,028 AI queries per month.
- Rolife leads the AI shelf with 28.8% of brand mentions, followed by LEGO City (14.6%) and CuteBee (10.7%). The top three hold 54.1% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “Book nooks for adults” (top keyword “book nook kits for adults”, ~1,600 searches/mo).
- AI answers lean on reddit.com most (59.4% 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 | Rolife | 830 | 28.8% |
| 2 | LEGO City | 420 | 14.6% |
| 3 | CuteBee | 307 | 10.7% |
| 4 | LEGO Icons | 111 | 3.9% |
| 5 | TONECHEER | 110 | 3.8% |
| 6 | Harry Potter | 87 | 3% |
| 7 | Anavrin | 75 | 2.6% |
| 8 | Revell | 71 | 2.5% |
| 9 | Hands Craft | 65 | 2.3% |
| 10 | LEGO Harry Potter | 58 | 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 |
|---|---|---|---|
| Book nooks for adults | ≈1,033 | book nook kits for adults | 1,600 |
| Mini book nooks | ≈1,015 | mini book nooks | 880 |
| Cozy book nooks | ≈980 | cozy book nooks | 590 |
| LEGO book nooks | — | lego book nook | 12,100 |
| fantasy book nooks | — | lord of the rings book nooks | 1,600 |
| miniature book nooks | — | mini book nooks | 880 |
| book nooks kits | — | book nooks kit | 27,100 |
| Harry Potter book nooks | — | harry potter book nooks | 5,400 |
| DIY book nooks | — | diy book nook kit | 14,800 |
| Lord of the Rings book nooks | — | lord of the rings book nooks | 1,600 |
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 | 378 | 59.4% |
| lego.com | 33 | 5.2% |
| austingallery.org | 33 | 5.2% |
| rolifeonline.com | 33 | 5.2% |
| booknookworkshop.com | 22 | 3.5% |
| etsy.com | 17 | 2.7% |
| brickfanatics.com | 15 | 2.4% |
| hachettebookgroup.com | 13 | 2% |
FAQ
Which brands do AI assistants recommend most for book nooks?
Over the last 30 days the top brands by AI mention share are: Rolife (28.8%), LEGO City (14.6%), CuteBee (10.7%), LEGO Icons (3.9%), TONECHEER (3.8%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about book nooks?
GEOly estimates ~3,028 AI queries per month in this category across 10 buyer topics, led by “Book nooks for adults”.
Which sources do AI engines cite for book nooks?
The most-cited domains are: reddit.com, lego.com, austingallery.org, rolifeonline.com, booknookworkshop.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.