Category AI Visibility Report
Window Cleaning Robots 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
≈0
Est. AI queries / month
3
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 3 buyer topics in Window Cleaning Robots across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 0 AI queries per month.
- ECOVACS WINBOT leads the AI shelf with 50.5% of brand mentions, followed by ECOVACS Robotics (19.5%) and HOBOT (17.9%). The top three hold 87.9% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “window cleaning robots” (top keyword “robot window cleaner”, ~12,100 searches/mo).
- AI answers lean on techradar.com most (26.8% 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 | ECOVACS WINBOT | 670 | 50.5% |
| 2 | ECOVACS Robotics | 258 | 19.5% |
| 3 | HOBOT | 237 | 17.9% |
| 4 | MOVA | 96 | 7.2% |
| 5 | Sharper Image | 17 | 1.3% |
| 6 | Loheer | 11 | 0.8% |
| 7 | TOSIMA | 8 | 0.6% |
| 8 | Topteng | 7 | 0.5% |
| 9 | OBERSTER | 5 | 0.4% |
| 10 | OUKANING | 5 | 0.4% |
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 |
|---|---|---|---|
| window cleaning robots | — | robot window cleaner | 12,100 |
| best window cleaning robots | — | best robotic window cleaner | 1,000 |
| window cleaning robots effectiveness and value | — | window cleaning robots review | 880 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| techradar.com | 67 | 26.8% |
| reddit.com | 56 | 22.4% |
| ecovacs.com | 51 | 20.4% |
| windowrobotlab.com | 23 | 9.2% |
| wired.com | 14 | 5.6% |
| goodhousekeeping.com | 11 | 4.4% |
| productreview.com.au | 6 | 2.4% |
| bestreviews.com | 4 | 1.6% |
FAQ
Which brands do AI assistants recommend most for window cleaning robots?
Over the last 30 days the top brands by AI mention share are: ECOVACS WINBOT (50.5%), ECOVACS Robotics (19.5%), HOBOT (17.9%), MOVA (7.2%), Sharper Image (1.3%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about window cleaning robots?
GEOly estimates ~0 AI queries per month in this category across 3 buyer topics, led by “window cleaning robots”.
Which sources do AI engines cite for window cleaning robots?
The most-cited domains are: techradar.com, reddit.com, ecovacs.com, windowrobotlab.com, wired.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.