Category AI Visibility Report
Turn Signals 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
≈1,207
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 Turn Signals across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 1,207 AI queries per month.
- Ravemen leads the AI shelf with 5.3% of brand mentions, followed by TST Industries (4.9%) and Eagle Lights (4.2%). The top three hold 14.4% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “UTV and ATV turn signals” (top keyword “turn signals for polaris ranger”, ~210 searches/mo).
- AI answers lean on reddit.com most (41.9% 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 | Ravemen | 191 | 5.3% |
| 2 | TST Industries | 177 | 4.9% |
| 3 | Eagle Lights | 153 | 4.2% |
| 4 | Yoshimura | 152 | 4.2% |
| 5 | Kellermann | 149 | 4.1% |
| 6 | Motogadget | 145 | 4% |
| 7 | Kemimoto | 138 | 3.8% |
| 8 | Custom Dynamics | 135 | 3.7% |
| 9 | Lasfit | 111 | 3.1% |
| 10 | Unit 1 | 105 | 2.9% |
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 |
|---|---|---|---|
| UTV and ATV turn signals | ≈404 | turn signals for polaris ranger | 210 |
| flush mount turn signals | ≈402 | flush mount turn signals motorcycle | 210 |
| golf cart turn signals | ≈401 | turn signals for a golf cart | 390 |
| LED turn signals | — | led turn signals with resistors | 1,900 |
| universal turn signals | — | universal turn signals | 1,000 |
| sequential turn signals | — | sequential turn signals | 720 |
| bicycle turn signals | — | bike turn signals | 2,400 |
| car turn signals | — | car signals | 2,400 |
| motorcycle turn signals | — | biker turn signals | 2,400 |
| wireless turn signals | — | wireless turn signals | 480 |
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 | 292 | 41.9% |
| revzilla.com | 45 | 6.5% |
| tstindustries.com | 35 | 5% |
| golfcartsearch.com | 26 | 3.7% |
| ravek.com | 25 | 3.6% |
| bikeexif.com | 18 | 2.6% |
| walmart.com | 18 | 2.6% |
| lasfit.com | 16 | 2.3% |
Related category reports
FAQ
Which brands do AI assistants recommend most for turn signals?
Over the last 30 days the top brands by AI mention share are: Ravemen (5.3%), TST Industries (4.9%), Eagle Lights (4.2%), Yoshimura (4.2%), Kellermann (4.1%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about turn signals?
GEOly estimates ~1,207 AI queries per month in this category across 10 buyer topics, led by “UTV and ATV turn signals”.
Which sources do AI engines cite for turn signals?
The most-cited domains are: reddit.com, revzilla.com, tstindustries.com, golfcartsearch.com, ravek.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.