Electric Cargo Bikes and Family E-bikes: AI Visibility Market Discovery Index

Benchmark Summary

Questions This Section Answers

• Which brand leads the electric cargo and family e-bike benchmark in October 2026?
• Which brands posted the largest coverage gains and declines since the July 2026 baseline?

Aventon leads the benchmark in October 2026 with a valid recommendation coverage of 78.7%, ahead of Lectric eBikes at 74.6% in the same month, a gap of 4.1 points. Aventon and Specialized tied for the largest coverage increase since the July 2026 baseline, each up 8.0 points, reaching 78.7% and 70.5% respectively in October 2026. Tern recorded the largest coverage decline, falling to 22.3% in October 2026 from 27.6% in July 2026, down 5.3 points.

The month-over-month picture was mixed. Aventon rose 8.8 points from 69.9% in September 2026, its second consecutive monthly gain. Lectric eBikes rose 6.0 points from 68.6% in September 2026, its third consecutive monthly gain. Specialized rose 7.9 points from 62.6% in September 2026. Tern fell 4.6 points from 26.9% in September 2026, extending a decline that has now run for two consecutive months. Rad Power Bikes rebounded 6.6 points from 28.5% in September 2026 to 35.1% in October 2026, though its cumulative position since July 2026 remains broadly flat.

The benchmark began with 800 prompt-surface observations in each month and produced 681 qualified observations in October 2026 after qualification.

Current Benchmark at a Glance

Qualified surface breadth counts the canonical AI surface families with at least one qualified observation. The six families are ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. Breadth remained at six in each month of the series.

For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Electric Cargo Bikes and Family E-bikes

Research Scope and Qualification

The public benchmark is narrower than the raw collection universe by design.

Brand-level percentages use the qualified observations as the public denominator, not the raw collection. See the AI Visibility Market Discovery Methodology.

Current Brand Standings

Questions This Section Answers

• Where did the e-bike brands land on valid recommendation coverage, top-three rate, and rank-one rate in October 2026?
• Which brands lead on recommendation coverage versus overall presence rate?

Sorted by valid recommendation coverage for October 2026.

How to Read the Standings

• Presence rate: Share of qualified observations where the brand is mentioned in any capacity.
• Valid recommendation coverage: Share of qualified observations where the brand appears in a clearly positive, recommendation-shaped response. This is the primary benchmark metric.
• Top-three rate: Share of qualified observations where the brand appears among the top three recommendations.
• Rank-one rate: Share of qualified observations where the brand is the first recommendation.
• Net sentiment: Balance of positive over negative mentions, from 0 to 1.

For formulas and denominator rules, see AI Visibility Market Discovery Metric Definitions.

Recommendation Coverage Movement

Questions This Section Answers

• Which brands' coverage moves since July 2026 exceeded normal month-to-month variation?
• How much did Aventon and Specialized gain, and how far did Tern fall, between July and October 2026?

In the most recent month, Specialized rose 7.9 points from 62.6% in September 2026 to 70.5% in October 2026, a move beyond normal monthly variation after holding near its baseline the previous two months. Rad Power Bikes rose 6.6 points from 28.5% in September 2026 to 35.1% in October 2026.

Largest Increase: Aventon and Specialized (Tied)

Aventon and Specialized tied for the largest coverage increase in the benchmark, each up 8.0 points beyond normal month-to-month variation since July 2026. Aventon rose from 70.7% in July 2026 to 78.7% in October 2026, gaining in each of the two most recent months; in the immediate prior month it rose 8.8 points from 69.9% in September 2026. Its top-three rate climbed 11.5 points from 53.1% in July 2026 to 64.6% in October 2026, and its rank-one rate rose 4.9 points from 28.4% in July 2026 to 33.3% in October 2026. Its presence rate held broadly flat at 91.5% in October 2026 versus 92.9% in July 2026.

Specialized rose from 62.5% in July 2026 to 70.5% in October 2026, with its move concentrated in the most recent month: up 7.9 points from 62.6% in September 2026, after holding near its baseline in August and September 2026.

Largest Decline: Tern

Tern declined 5.3 points from 27.6% in July 2026 to 22.3% in October 2026, beyond normal month-to-month variation, and fell in each of the two most recent months. In the immediate prior month it fell 4.6 points from 26.9% in September 2026. Its presence rate dropped 10.1 points from 38.2% in July 2026 to 28.1% in October 2026, and its rank-one rate fell 3.3 points from 5.8% in July 2026 to 2.5% in October 2026.

Category Leader: Aventon

Aventon remained the coverage leader throughout the series, at 70.7% in July 2026, 69.4% in August 2026, 69.9% in September 2026, and 78.7% in October 2026. Its lead over the next brand widened from a gap of 3.7 points over Lectric eBikes in July 2026 to a gap of 4.1 points in October 2026.

Other stable brands moved within normal monthly variation. Riese & Müller held near its prior level, at 15.6% in October 2026 versus 15.5% in September 2026, while remaining 3.7 points below its July 2026 baseline. Urban Arrow and Yuba Bicycles each moved less than one point between September 2026 and October 2026, and Bunch Bikes declined in each of the three months since July 2026, from 5.2% in July 2026 to 3.8% in October 2026, a cumulative movement still within normal variation.

Recommendation Placement Snapshot

Questions This Section Answers

• Which e-bike brand holds the highest top-three and rank-one recommendation rates in October 2026?
• Can a brand with slightly lower coverage still lead on first-position recommendations?

Coverage alone does not show how prominently a brand is recommended. Among the leading brands, Aventon had both the highest top-three rate and the highest rank-one rate in October 2026, with 64.6% and 33.3% respectively.

Close coverage can still hide different first-position rates. Lectric eBikes trailed Aventon by 4.1 points in coverage in October 2026 but held a rank-one rate of 20.6% versus Aventon's 33.3% in the same month.

Buyer-Intent Distribution

Questions This Section Answers

• Which buyer-intent classes are covered by the current qualified observations in this benchmark?
• Are pricing and multi-brand comparison prompts represented in the public e-bike dataset?

All qualified observations in each month fell into the Brand Recommendation class, which covers discovery and consideration prompts asking for brand recommendations.

The current public series measures brand-recommendation discovery in this vertical and does not yet contain qualified observations in the pricing or comparison classes.

Historical Measurement Record

This is an evergreen benchmark URL. New measurements are added to the same report.

Evidence and Source Layer

Questions This Section Answers

• Does the benchmark treat a cited source as proof that it caused the AI recommendation?
• What types of prompt-level evidence does the benchmark retain, including citations and attributable sources?

The benchmark is built from prompt-level observations that retain the query, AI/search surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources. Source presence is evidence about the information environment. It is not automatically proof that the source caused the recommendation.

Scope Boundaries

This public benchmark does not measure market share, attributable sales, every possible AI response, organic-search ranking, social mention volume, private or sponsored channels, or causality from a metric movement alone.

Top 10 Cited Domains

Questions This Section Answers

• Which domains are cited most often across AI platform responses in this category, and where do video, community, and review sources rank?
• Are citations concentrated or spread out, and do any tracked brands' own domains appear in the top 10?

Across all AI platform responses in October 2026, the benchmark recorded 7,222 citations drawn from 925 unique domains.

Citations are broadly distributed rather than concentrated: the top 10 domains together account for under half of total citations, and the single largest source holds 8.9%. No tracked brand's own primary domain appears in the top 10. General platforms and community sources lead the list, with YouTube and Reddit appearing across the widest range of surfaces, and specialist review and marketplace sites such as outdoorgearlab.com, electricbikereview.com, upway.co, electricbikereport.com, and riderguide.com following behind, alongside one manufacturer domain and one general technology news outlet. The pattern points to a mixed information environment in which video, community discussion, and independent review sources all shape how AI surfaces describe this category.

About This Benchmark

The LLM Authority Index AI Visibility Market Discovery Index tracks how AI and search surfaces discover, evaluate, and recommend brands in a given category. It is an independent industry benchmark built from prompt-level observations across major AI platforms.

• AI Visibility Market Discovery Methodology
• AI Visibility Market Discovery Metric Definitions
• AI Visibility Market Discovery Research Standards
• Modeled AI Visibility Authority Value

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