Category AI Visibility Report
Windshield Wipers 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
≈5,302
Est. AI queries / month
13
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 13 buyer topics in Windshield Wipers across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 5,302 AI queries per month.
- Bosch leads the AI shelf with 34.4% of brand mentions, followed by Rain-X (24.7%) and PIAA (13.1%). The top three hold 72.2% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “windshield wipers for Honda CR-V” (top keyword “honda cr v windshield wipers”, ~2,400 searches/mo).
- AI answers lean on reddit.com most (20.9% 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 | Bosch | 1,254 | 34.4% |
| 2 | Rain-X | 899 | 24.7% |
| 3 | PIAA | 477 | 13.1% |
| 4 | Michelin | 377 | 10.3% |
| 5 | TRICO | 326 | 8.9% |
| 6 | Toyota | 50 | 1.4% |
| 7 | ANCO | 37 | 1% |
| 8 | Duralast | 34 | 0.9% |
| 9 | WOWIPER | 33 | 0.9% |
| 10 | Valeo | 23 | 0.6% |
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 |
|---|---|---|---|
| windshield wipers for Honda CR-V | ≈1,785 | honda cr v windshield wipers | 2,400 |
| windshield wipers for Toyota Camry | ≈1,782 | windshield wipers toyota camry | 2,400 |
| windshield wipers for Toyota Corolla | ≈1,735 | windshield wipers for toyota corolla | 1,900 |
| conventional windshield wipers | — | conventional windshield wipers | 8,100 |
| silicone windshield wipers | — | silicone windshield wipers | 8,100 |
| winter windshield wipers | — | windshield wipers winter | 2,400 |
| windshield wipers for Honda Civic | — | windshield wipers honda civic | 1,900 |
| windshield wipers refills | — | windshield wipers refills | 2,900 |
| windshield wipers for Tesla | — | tesla windshield wipers | 3,600 |
| j hook windshield wipers | — | wiper j hook | 3,600 |
| best windshield wipers | — | bosch wiper blades | 33,100 |
| rear windshield wipers | — | windshield wipers rear | 3,600 |
| beam windshield wipers | — | beam windshield wipers | 5,400 |
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 | 138 | 20.9% |
| caranddriver.com | 131 | 19.9% |
| boschautoparts.com | 69 | 10.5% |
| roadandtrack.com | 68 | 10.3% |
| motortrend.com | 65 | 9.9% |
| rainx.com | 54 | 8.2% |
| piaa.com | 40 | 6.1% |
| consumerreports.org | 21 | 3.2% |
Related category reports
FAQ
Which brands do AI assistants recommend most for windshield wipers?
Over the last 30 days the top brands by AI mention share are: Bosch (34.4%), Rain-X (24.7%), PIAA (13.1%), Michelin (10.3%), TRICO (8.9%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about windshield wipers?
GEOly estimates ~5,302 AI queries per month in this category across 13 buyer topics, led by “windshield wipers for Honda CR-V”.
Which sources do AI engines cite for windshield wipers?
The most-cited domains are: reddit.com, caranddriver.com, boschautoparts.com, roadandtrack.com, motortrend.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.