Category AI Visibility Report
Motorcycle Lighting 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
≈960
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 Motorcycle Lighting across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 960 AI queries per month.
- Baja Designs leads the AI shelf with 10.8% of brand mentions, followed by Denali (10.1%) and Clearwater (7.8%). The top three hold 28.7% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “off-road motorcycle lighting” (top keyword “motorcycle off road lighting”, ~50 searches/mo).
- AI answers lean on reddit.com most (29.7% 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 | Baja Designs | 387 | 10.8% |
| 2 | Denali | 362 | 10.1% |
| 3 | Clearwater | 281 | 7.8% |
| 4 | Eagle Lights | 275 | 7.7% |
| 5 | Custom Dynamics | 267 | 7.5% |
| 6 | XK Glow | 229 | 6.4% |
| 7 | MOTOGLOW | 139 | 3.9% |
| 8 | LEDGlow | 123 | 3.4% |
| 9 | Denali Electronics | 119 | 3.3% |
| 10 | Nilight | 93 | 2.6% |
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 |
|---|---|---|---|
| off-road motorcycle lighting | ≈354 | motorcycle off road lighting | 50 |
| custom motorcycle lighting | ≈343 | custom dynamics motorcycle lighting | 140 |
| motorcycle underglow and accent lighting | ≈263 | rock lights | 22,200 |
| motorcycle auxiliary lighting | — | fog lights | 22,200 |
| motorcycle light bar lighting | — | light bar | 18,100 |
| motorcycle lighting kits | — | led lighting motorcycle kit | 720 |
| motorcycle headlight lighting | — | headlights | 60,500 |
| motorcycle license plate and parking lighting | — | license plate light | 12,100 |
| LED motorcycle lighting | — | led headlights | 22,200 |
| motorcycle tail and brake lighting | — | tail light | 27,100 |
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 | 170 | 29.7% |
| bajadesigns.com | 98 | 17.1% |
| revzilla.com | 91 | 15.9% |
| customdynamics.com | 27 | 4.7% |
| xkglow.com | 22 | 3.8% |
| eaglelights.com | 21 | 3.7% |
| jwspeaker.com | 18 | 3.1% |
| denalielectronics.com | 17 | 3% |
FAQ
Which brands do AI assistants recommend most for motorcycle lighting?
Over the last 30 days the top brands by AI mention share are: Baja Designs (10.8%), Denali (10.1%), Clearwater (7.8%), Eagle Lights (7.7%), Custom Dynamics (7.5%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about motorcycle lighting?
GEOly estimates ~960 AI queries per month in this category across 10 buyer topics, led by “off-road motorcycle lighting”.
Which sources do AI engines cite for motorcycle lighting?
The most-cited domains are: reddit.com, bajadesigns.com, revzilla.com, customdynamics.com, xkglow.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.