Category AI Visibility Report
Wiring Harnesses 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
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Est. AI queries / month
8
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 8 buyer topics in Wiring Harnesses across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 0 AI queries per month.
- American Autowire leads the AI shelf with 9.4% of brand mentions, followed by Painless Performance (7.9%) and Speedway (6.9%). The top three hold 24.2% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “car stereo wiring harnesses” (top keyword “car stereo wiring harnesses”, ~3,600 searches/mo).
- AI answers lean on reddit.com most (30.5% 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 | American Autowire | 329 | 9.4% |
| 2 | Painless Performance | 275 | 7.9% |
| 3 | Speedway | 242 | 6.9% |
| 4 | Metra | 128 | 3.7% |
| 5 | Hopkins Towing Solutions | 100 | 2.9% |
| 6 | Curt | 98 | 2.8% |
| 7 | Holley | 85 | 2.4% |
| 8 | Yazaki | 80 | 2.3% |
| 9 | TE Connectivity | 76 | 2.2% |
| 10 | Kwik Wire | 76 | 2.2% |
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 |
|---|---|---|---|
| car stereo wiring harnesses | — | car stereo wiring harnesses | 3,600 |
| universal wiring harnesses | — | painless wiring | 8,100 |
| custom wiring harnesses | — | custom wiring harness | 1,000 |
| wiring harnesses manufacturers | — | wire harness manufacturers | 1,000 |
| wiring harness assemblies | — | wiring harness | 18,100 |
| automotive wiring harnesses | — | automotive wiring harness | 5,400 |
| trailer wiring harnesses | — | trailer wiring harness | 12,100 |
| engine wiring harnesses | — | ls swap harness | 2,400 |
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 | 126 | 30.5% |
| americanautowire.com | 42 | 10.2% |
| metraonline.com | 35 | 8.5% |
| etrailer.com | 25 | 6.1% |
| crutchfield.com | 17 | 4.1% |
| speedwaymotors.com | 11 | 2.7% |
| autozone.com | 11 | 2.7% |
| hopkinstowingsolutions.com | 11 | 2.7% |
FAQ
Which brands do AI assistants recommend most for wiring harnesses?
Over the last 30 days the top brands by AI mention share are: American Autowire (9.4%), Painless Performance (7.9%), Speedway (6.9%), Metra (3.7%), Hopkins Towing Solutions (2.9%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about wiring harnesses?
GEOly estimates ~0 AI queries per month in this category across 8 buyer topics, led by “car stereo wiring harnesses”.
Which sources do AI engines cite for wiring harnesses?
The most-cited domains are: reddit.com, americanautowire.com, metraonline.com, etrailer.com, crutchfield.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.