What AI recommends when buyers ask about electric bikes
20 brand-free buyer questions, each asked to 5 AI assistants. 65 providers were named across 98 answers. Every number below traces back to an original answer.
The electric bikes AI assistants name most often
Counted per answer: a provider named twice in one answer counts once. "Recommended" means the answer explicitly told the buyer to pick it.
| # | Provider | Answers | Share | Recommended | ChatGPT | Perplexity | Gemini | Claude | Grok |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Aventon | 27 | 28% | 18 | 4 | 5 | 5 | 5 | 8 |
| 2 | Specialized | 19 | 19% | 9 | 3 | 3 | 3 | 4 | 6 |
| 3 | Lectric | 15 | 15% | 8 | 3 | 3 | 2 | 2 | 5 |
| 4 | Ride1Up | 12 | 12% | 7 | 3 | 3 | — | 2 | 4 |
| 5 | Bosch | 12 | 12% | 2 | 2 | 1 | 2 | 2 | 5 |
| 6 | Trek | 11 | 11% | 8 | 2 | 1 | 2 | 2 | 4 |
| 7 | Giant | 8 | 8% | 3 | 2 | 1 | 2 | — | 3 |
| 8 | Velotric | 8 | 8% | 3 | 1 | 1 | 1 | 1 | 4 |
| 9 | Tern | 5 | 5% | 5 | 1 | 1 | 1 | 1 | 1 |
| 10 | Gazelle | 5 | 5% | 3 | — | 1 | 1 | 2 | 1 |
| 11 | Rad Power | 5 | 5% | 2 | 2 | — | 1 | — | 2 |
| 12 | Shimano | 5 | 5% | 1 | 1 | — | — | 1 | 3 |
Each assistant answers differently
| Model | Answers | Name ≥1 provider | Providers / answer | With citations | Citations / answer | Points to directories |
|---|---|---|---|---|---|---|
| ChatGPT openai/gpt-5-mini | 20 / 20 | 40% | 2.05 | 95% | 7.85 | 5% |
| Perplexity sonar | 20 / 20 | 25% | 1.05 | 100% | 18.15 | 0% |
| Gemini google/gemini-3.5-flash | 18 / 20 | 72% | 2.94 | 100% | 6.94 | 0% |
| Claude anthropic/claude-haiku-4-5 | 20 / 20 | 50% | 1.75 | 90% | 6.15 | 5% |
| Grok xai/grok-4.20-non-reasoning | 20 / 20 | 70% | 3.25 | 100% | 11.25 | 20% |
What buyers ask AI about electric bikes
Generated without any brand name so the assistants had to name providers on their own. "Providers" is the number of distinct names across all models for that question.
Purchase
| Question | Providers | Named by most models |
|---|---|---|
| Can you recommend the best electric bikes for cargo or family hauling? | 12 | Aventon (5) · Lectric (5) · Tern (5) |
| Which electric bikes are most reliable and have the best warranty coverage? | 18 | Aventon (5) · Specialized (5) · Trek (5) |
| Should I buy from a local bike shop or online, and what are the pros and cons of each? | 0 | none named |
| What's the best electric bike for someone who wants to do both off-road trails and street commuting? | 9 | Aventon (4) · Bosch (1) · Cannondale (1) |
| I'm considering spending $2,500 to $3,500—what top-tier options would you recommend for that price range? | 0 | none named |
| Which electric bikes have the best customer reviews and why do people seem to love them? | 7 | Aventon (4) · Lectric (4) · Ride1Up (4) |
Comparison
| Question | Providers | Named by most models |
|---|---|---|
| Which type of motor—hub, mid-drive, or direct-drive—would work best for someone who rides mostly on hills? | 2 | Bosch (1) · Shimano (1) |
| What's the difference between a step-through and a step-over frame, and who should choose each one? | 4 | Aventon (1) · Engwe (1) · Himiway (1) |
Research
| Question | Providers | Named by most models |
|---|---|---|
| What's the difference between pedal-assist and throttle-only electric bikes, and which one is better for a beginner? | 3 | Lectric XP 4 (2) · Rad Power Bikes (1) · Super73 (1) |
| I have a $1,500 budget and need something I can use for commuting 15 miles each way. What should I look for? | 8 | Aventon (4) · Ride1Up (3) · Qlife (2) |
| I'm 5'2" and weigh about 160 pounds—what frame size and weight capacity should I prioritize? | 3 | Giant (1) · Specialized (1) · Trek (1) |
| How much does it cost to replace an electric bike battery, and how often will I need to do it? | 9 | Bosch (4) · Shimano (3) · Specialized (3) |
| What maintenance and upkeep does an electric bike require compared to a regular bike? | 2 | Bosch eBike Systems (1) · Park Tool (1) |
| What should I know before buying an electric bike to make sure I'm getting good value for my money? | 14 | Trek (3) · Lectric (2) · Specialized (2) |
Evaluation
| Question | Providers | Named by most models |
|---|---|---|
| Is it worth buying an electric bike if I only plan to ride it a few times a week? | 4 | Aventon (1) · Lectric (1) · Retrospec (1) |
| I'm worried about getting stranded with a dead battery on the trail—how far can most electric bikes actually go? | 5 | QuietKat (2) · Giant (1) · Santa Cruz (1) |
| Is a lighter electric bike worth the extra cost, or should I prioritize other features? | 4 | Gocycle G4i (1) · Specialized Turbo Vado SL (1) · Swagtron EB5 Pro (1) |
Trust
| Question | Providers | Named by most models |
|---|---|---|
| How do I know if an electric bike battery will actually last as long as the seller claims? | 12 | Aventon (1) · Bosch (1) · eBikeLab (1) |
| What are the red flags I should watch out for when shopping for a used electric bike? | 3 | Bike Index (3) · Project 529 (3) · Bosch (2) |
| How do I check if an electric bike is actually legal to ride on the roads and bike paths where I live? | 5 | allowed.bike (1) · Ebike Oracle (1) · PeopleForBikes (1) |
Sources AI cites for electric bikes questions
993 citations from 332 domains. Only sources marked inside the answer text are counted; the retrieval pool is not.
- Other sites68%
- Named providers' own sites19%
- Communities (Reddit, Quora…)7%
- News & media3%
- Video2%
- Research, government & universities1%
- Directories & review sites1%
- Encyclopedias0%
| Domain | Type | Citations | Questions | ChatGPT | Perplexity | Gemini | Claude | Grok |
|---|---|---|---|---|---|---|---|---|
| reddit.com | Communities (Reddit, Quora…) | 67 | 17 | 4 | 41 | 6 | 7 | 9 |
| ebikeoracle.com | Named providers' own sites | 28 | 8 | 8 | 5 | 5 | 6 | 4 |
| hovsco.com | Other sites | 22 | 7 | 6 | 5 | 1 | 4 | 6 |
| bikeradar.com | Other sites | 21 | 9 | 4 | 11 | 1 | 2 | 3 |
| engwe.com | Named providers' own sites | 20 | 7 | 1 | 6 | 5 | 3 | 5 |
| riderguide.com | Other sites | 20 | 8 | 3 | 3 | 4 | 3 | 7 |
| youtube.com | Video | 20 | 3 | — | 19 | — | — | 1 |
| bicycling.com | News & media | 19 | 7 | 3 | 8 | — | 2 | 6 |
| electricbikereport.com | Named providers' own sites | 15 | 7 | 3 | 6 | 1 | 1 | 4 |
| outdoorgearlab.com | Other sites | 15 | 6 | 3 | 5 | — | 2 | 5 |
| himiwaybike.com | Named providers' own sites | 14 | 4 | 2 | 4 | 3 | 2 | 3 |
| upway.co | Other sites | 14 | 7 | 3 | 2 | 3 | 1 | 5 |
GEO takeaways for electric bikes
- 51% of 98 answers named at least one specific provider; 65 distinct names came up across 20 questions.
- Aventon is the most-named provider, appearing in 28% of answers and named by 5 of 5 models — the category already has a default answer that any newcomer has to displace.
- Of 993 citations, 19% pointed to named providers' own sites, 7% pointed to communities (reddit, quora…), 3% pointed to news & media. Those source types are what the models actually read before answering, so that is where the evidence has to live.
- Grok names the most providers per answer (3.25), Perplexity the fewest (1.05). Share of voice is engine-specific; one number across models hides this.
Questions teams ask before they start
Which electric bikes does ChatGPT recommend?
In 20 answers collected on 2026-09-07, ChatGPT named Aventon (4), Specialized (3), Lectric (3), Ride1Up (3), Bosch (2) most often. Names change between runs; this is a dated snapshot, not a ranking.
Which electric bikes does Perplexity recommend?
In 20 answers collected on 2026-09-07, Perplexity named Aventon (5), Specialized (3), Lectric (3), Ride1Up (3), Bosch (1) most often. Names change between runs; this is a dated snapshot, not a ranking.
Which electric bikes does Gemini recommend?
In 18 answers collected on 2026-09-07, Gemini named Aventon (5), Specialized (3), Lectric (2), Bosch (2), Trek (2) most often. Names change between runs; this is a dated snapshot, not a ranking.
Which sources do AI assistants cite when answering electric bikes questions?
Across 993 citations from 332 domains: Other sites 68%, Named providers' own sites 19%, Communities (Reddit, Quora…) 7%. The most-cited domains were reddit.com, ebikeoracle.com, hovsco.com, bikeradar.com, engwe.com. Only sources marked inside the answer text are counted, never the retrieval pool.
How were these numbers produced?
20 brand-free buyer questions were generated for the Electric bikes category in the United States market, then each was asked to ChatGPT, Perplexity, Gemini, Claude, Grok on 2026-09-07 (98 of 100 answers completed). A separate parser extracted every provider each answer named; directories and review sites are recorded separately and never counted as providers. Failed answers are excluded from every percentage rather than treated as zero.
How can a electric bike business get recommended by AI?
Start from the questions above: for each one your business should be an answer to, check whether the sources the models cite (directories, review sites, communities, media) describe you with the facts the question needs. Then measure the same questions for your own brand — InsightWonder runs this exact loop per site, with citations traced to URLs, and turns missed questions into content and placements.
How this page was built
- Market: United States.
- Collected 2026-09-07. Models: ChatGPT (openai/gpt-5-mini), Perplexity (sonar), Gemini (google/gemini-3.5-flash), Claude (anthropic/claude-haiku-4-5), Grok (xai/grok-4.20-non-reasoning).
- 98 of 100 question × model answers completed; 2 failed and are excluded from every percentage, not counted as zero.
- Providers are extracted by a separate parser from the full answer text; directories, marketplaces and review sites are recorded as "points to directories" and never counted as providers. AI answers change between runs, so this is a dated snapshot.
- Same method as the product's visibility engine, run for the whole category instead of one brand. Log in to run it for yours: https://app.insightwonder.com
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