Category AI Visibility Report
Glass Cleaners 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
≈10,467
Est. AI queries / month
9
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 9 buyer topics in Glass Cleaners across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 10,467 AI queries per month.
- Invisible Glass leads the AI shelf with 16.3% of brand mentions, followed by Windex (15.3%) and Sprayway (10%). The top three hold 41.6% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “fireplace and stove glass cleaners” (top keyword “fireplace glass cleaner”, ~5,400 searches/mo).
- AI answers lean on reddit.com most (20.4% 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 | Invisible Glass | 482 | 16.3% |
| 2 | Windex | 453 | 15.3% |
| 3 | Sprayway | 296 | 10% |
| 4 | Zep | 155 | 5.2% |
| 5 | Rain-X | 129 | 4.4% |
| 6 | Zeiss | 127 | 4.3% |
| 7 | Meguiar's | 88 | 3% |
| 8 | Rutland | 80 | 2.7% |
| 9 | Meeco's Red Devil | 57 | 1.9% |
| 10 | Hope | 54 | 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 |
|---|---|---|---|
| fireplace and stove glass cleaners | ≈5,499 | fireplace glass cleaner | 5,400 |
| computer screen glass cleaners | ≈4,968 | computer screen cleaner | 4,400 |
| eyeglass glass cleaners | — | eye glass cleaners | 9,900 |
| auto glass cleaners | — | auto glass cleaner | 14,800 |
| ammonia-free glass cleaners | — | ammonia free glass cleaners | 9,900 |
| glass cleaners with vinegar | — | cleaning windows with white vinegar | 6,600 |
| window glass cleaners | — | residential window cleaning | 6,600 |
| best glass cleaners | — | glass cleaner | 33,100 |
| glass cleaners for shower doors | — | cleaning glass shower doors | 6,600 |
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 | 140 | 20.4% |
| bobvila.com | 71 | 10.3% |
| consumerreports.org | 57 | 8.3% |
| lowes.com | 44 | 6.4% |
| southernliving.com | 41 | 6% |
| hgtv.com | 38 | 5.5% |
| goodhousekeeping.com | 38 | 5.5% |
| caranddriver.com | 37 | 5.4% |
Related category reports
FAQ
Which brands do AI assistants recommend most for glass cleaners?
Over the last 30 days the top brands by AI mention share are: Invisible Glass (16.3%), Windex (15.3%), Sprayway (10%), Zep (5.2%), Rain-X (4.4%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about glass cleaners?
GEOly estimates ~10,467 AI queries per month in this category across 9 buyer topics, led by “fireplace and stove glass cleaners”.
Which sources do AI engines cite for glass cleaners?
The most-cited domains are: reddit.com, bobvila.com, consumerreports.org, lowes.com, southernliving.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.