Category AI Visibility Report
Cargo Electric Bikes 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
≈1,946
Est. AI queries / month
6
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 6 buyer topics in Cargo Electric Bikes across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 1,946 AI queries per month.
- Tern leads the AI shelf with 24.6% of brand mentions, followed by Lectric (13.7%) and MOD Bikes (7.7%). The top three hold 46% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “long tail cargo electric bikes” (top keyword “long tail cargo bikes”, ~2,400 searches/mo).
- AI answers lean on reddit.com most (28.7% 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 | Tern | 795 | 24.6% |
| 2 | Lectric | 445 | 13.7% |
| 3 | MOD Bikes | 248 | 7.7% |
| 4 | Urban Arrow | 221 | 6.8% |
| 5 | Aventon | 168 | 5.2% |
| 6 | Yuba | 151 | 4.7% |
| 7 | Riese & Müller | 144 | 4.4% |
| 8 | MOD | 136 | 4.2% |
| 9 | Rad Power Bikes | 121 | 3.7% |
| 10 | Specialized | 118 | 3.6% |
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 |
|---|---|---|---|
| long tail cargo electric bikes | ≈1,946 | long tail cargo bikes | 2,400 |
| cargo electric bikes with sidecars | — | electric bike with sidecar | 4,400 |
| cargo electric bikes | — | cargo bikes electric | 22,200 |
| cargo electric bikes with sidecar | — | electric bike with sidecar | 4,400 |
| cargo electric bikes for families | — | family cargo bike | 720 |
| tandem cargo electric bikes | — | electric tandem bike | 3,600 |
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 | 131 | 28.7% |
| ternbicycles.com | 60 | 13.2% |
| wired.com | 53 | 11.6% |
| outdoorgearlab.com | 29 | 6.4% |
| electricbikereport.com | 28 | 6.1% |
| floridabicycling.com | 21 | 4.6% |
| tomsguide.com | 17 | 3.7% |
| mod-bikes.com | 16 | 3.5% |
FAQ
Which brands do AI assistants recommend most for cargo electric bikes?
Over the last 30 days the top brands by AI mention share are: Tern (24.6%), Lectric (13.7%), MOD Bikes (7.7%), Urban Arrow (6.8%), Aventon (5.2%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about cargo electric bikes?
GEOly estimates ~1,946 AI queries per month in this category across 6 buyer topics, led by “long tail cargo electric bikes”.
Which sources do AI engines cite for cargo electric bikes?
The most-cited domains are: reddit.com, ternbicycles.com, wired.com, outdoorgearlab.com, electricbikereport.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.