Harley-Davidson Insurance AI Visibility Market Strategy Report - Motorcycle Insurance

Answer Capsule

Harley-Davidson Insurance holds a narrow, positive recommendation pocket in the October 2026 Motorcycle Insurance benchmark, with valid recommendation coverage of 3.16% and a net sentiment score of 1.0 across five mentions. The brand is visible but under-recommended: it appears in only 3.16% of qualified observations and earns just one top-three placement, with no rank-one recommendations. The clearest win is that every mention of the brand carried positive framing, and the clearest gap is that this positive framing has not converted into shortlist placement at scale. The clearest opportunity is to convert its existing positive sentiment into broader recommendation coverage across the high-intent Brand Recommendation cluster.

Who This Report Is For

This report is for Harley-Davidson Insurance marketing, brand, and growth leaders who need to understand how the brand is being surfaced and recommended in AI-generated answers across the motorcycle insurance category, and where the clearest path from visibility to recommendation sits.

Report Card

Executive Summary

Harley-Davidson Insurance is visible but under-recommended in the October 2026 Motorcycle Insurance benchmark. The brand recorded a raw mention presence rate of 3.16% and valid recommendation coverage of 3.16%, meaning it appeared in five qualified observations and was recommended in five. Its top-three rate was 0.63%, with a single top-three placement, and its rank-one rate was 0.00%, with no first-position recommendations.

The brand's framing quality is the strongest signal in its profile. All five mentions were classified as positive, producing a net sentiment score of 1.0, the highest reading among all tracked brands in the category. There were no neutral mentions and no negative mentions. That is a clean framing profile, but it operates on a very small base.

The strongest platform signal for Harley-Davidson Insurance came from Copilot, where the brand recorded a valid recommendation coverage of 21.05% and four valid recommendations, including one top-three placement. Perplexity also surfaced the brand once with a top-three placement. The brand recorded no measurable presence on ChatGPT, Gemini, Google AI Mode, or Google AI Overviews in the qualified set.

The clearest gap is scale. Harley-Davidson Insurance is present in roughly one in thirty qualified observations, while State Farm, USAA, and Progressive each appear in more than 97% of qualified observations and hold valid recommendation coverage above 67%. The brand's positive framing has not translated into shortlist inclusion at the rate the category leaders achieve.

The benchmark's qualified observation set for October 2026 was 158, the smallest in the July-to-October series, and all qualified observations fell into the Brand Recommendation cluster. Pricing and Value and Multi-Brand Comparison clusters contained no qualified observations, so the current benchmark cannot describe how Harley-Davidson Insurance performs on pricing or head-to-head comparison prompts.

The opportunity is specific: Harley-Davidson Insurance has a positive framing profile and a narrow but real recommendation pocket on Copilot. The path forward is to expand that pocket across the platforms and prompt types where the brand is currently absent, using the same positive attributes that already appear in its mentions.

What Harley-Davidson Insurance Is Winning

Questions This Section Answers

• Where does Harley-Davidson Insurance have the strongest AI recommendation signal?
• How does its sentiment score compare to other motorcycle insurance brands?

Harley-Davidson Insurance holds the highest net sentiment score in the Motorcycle Insurance benchmark at 1.0, based on five positive mentions and zero neutral or negative mentions. No other tracked brand recorded a perfect positive framing profile on a comparable base.

The brand's strongest platform is Copilot, where it recorded a valid recommendation coverage of 21.05% and four valid recommendations out of nineteen Copilot observations. That is a meaningful recommendation pocket on a single platform, and it includes one top-three placement.

The brand also recorded a top-three placement on Perplexity, where it appeared once with a rank-two position. That is a narrow signal, but it shows the brand can reach top-three placement on a platform outside Copilot.

These wins are real but small. The brand's overall valid recommendation coverage of 3.16% places it sixth among ten tracked brands, and its top-three rate of 0.63% places it seventh. The positive framing is the clearest asset; the recommendation scale is not yet there.

Where Harley-Davidson Insurance Has the Clearest AI Visibility Gaps

Questions This Section Answers

• Which platforms is Harley-Davidson Insurance absent from in the motorcycle insurance benchmark?
• How large is the recommendation gap between Harley-Davidson Insurance and the category leaders?

The clearest gap is recommendation scale. Harley-Davidson Insurance recorded five valid recommendations out of 158 qualified observations, while State Farm recorded 119, USAA recorded 118, and Progressive recorded 106. The brand is present in the category conversation but is not being shortlisted at the rate the leaders achieve.

The second gap is platform coverage. Harley-Davidson Insurance recorded no measurable presence on ChatGPT, Gemini, Google AI Mode, or Google AI Overviews in the qualified set. Those four platforms account for the majority of qualified observations in the benchmark, and the brand is absent from all of them. Its entire recommendation footprint sits on Copilot and Perplexity.

The third gap is rank-one placement. The brand recorded zero rank-one recommendations in October 2026. State Farm recorded 68, USAA recorded 12, and Progressive recorded 7. Harley-Davidson Insurance is not being named first in any qualified observation, which means it is not winning the first-choice position in the prompts where it does appear.

The fourth gap is cluster coverage. All qualified observations in October 2026 fell into the Brand Recommendation cluster. Harley-Davidson Insurance has no measurable presence in Pricing and Value or Multi-Brand Comparison because those clusters contained no qualified observations in the current series. That is a benchmark limitation, not a brand-specific gap, but it means the brand's performance on pricing and comparison prompts is not yet measurable.

Compared to State Farm, which holds a 62.03% top-three rate and a 43.04% rank-one rate, Harley-Davidson Insurance is present but not recommended at the decision moment. The brand's positive framing is an asset, but it has not yet converted into the shortlist inclusion that drives buyer consideration.

Biggest Opportunity

Questions This Section Answers

• How can Harley-Davidson Insurance convert its positive sentiment into broader recommendation coverage?
• Which prompt cluster should Harley-Davidson Insurance target to expand its AI presence?

The biggest opportunity for Harley-Davidson Insurance is to convert its positive framing into broader recommendation coverage across the platforms where it is currently absent. The brand already has a clean sentiment profile and a working recommendation pocket on Copilot. The path forward is to expand that pocket to ChatGPT, Gemini, Google AI Mode, and Google AI Overviews, where the brand currently records no measurable presence.

That expansion should focus on the Brand Recommendation cluster, which is the only cluster with qualified observations in the current benchmark. The prompts in that cluster ask which provider is best for motorcycle insurance, which company to use, and which options to consider. Harley-Davidson Insurance has the brand recognition and the positive framing to compete in those prompts, but it is not yet appearing in the answers.

The specific opportunity is to build the citation and content layer that AI systems retrieve when forming motorcycle insurance recommendations. The benchmark's top cited domains are comparison and review sites, and no tracked brand's own domain appears in the top ten. That means the recommendation layer is being shaped by third-party sources, and Harley-Davidson Insurance needs to be present in those sources to be recommended at scale.

Competitive Landscape

Questions This Section Answers

• How does Harley-Davidson Insurance's top-three and rank-one rate compare to State Farm, USAA, and Progressive?
• What does Harley-Davidson Insurance's sentiment score relative to its top-three rate reveal about its market position?

State Farm holds the strongest recommendation-stage position in the Motorcycle Insurance category, with USAA and Progressive close behind on coverage but far behind on rank-one placement. Harley-Davidson Insurance sits in the small-count tier, where positive framing is present but recommendation scale is limited.

Average recommended rank covers rank-eligible recommendations only.

Harley-Davidson Insurance ranks sixth by top-three rate and holds the highest sentiment score in the table. The brand's average recommended rank of 4.00 is based on a single rank-eligible recommendation, so it should be read as a narrow signal rather than a stable placement profile. The gap between its sentiment score and its top-three rate is the clearest indicator that positive framing has not yet converted into recommendation scale.

Prompt Evidence

Copilot / Brand Recommendation Prompt: "What is the best motorcycle insurance?" Result: Harley-Davidson Insurance appeared in the response with a positive mention and a valid recommendation, contributing to its 21.05% Copilot recommendation coverage.

Perplexity / Brand Recommendation Prompt: "Which insurance is best for a motorcycle?" Result: Harley-Davidson Insurance appeared with a top-three placement at rank two, the brand's only top-three position outside Copilot.

Google AI Overviews / Brand Recommendation Prompt: "What's the best company to get motorcycle insurance through?" Result: Harley-Davidson Insurance did not appear in the response. State Farm, USAA, and Progressive were the brands surfaced.

ChatGPT / Brand Recommendation Prompt: "What is a good motorcycle insurance?" Result: Harley-Davidson Insurance did not appear in the response. The brand recorded no measurable presence on ChatGPT in the qualified set.

What CiteWorks Studio Would Do Next

Phase 1: AI Visibility Market Discovery Audit Map every prompt where Harley-Davidson Insurance appears, every prompt where it does not, and the competitor that takes the recommendation slot when the brand is absent.

Phase 2: Recommendation Readiness Plan Identify the attributes and proof points that AI systems associate with Harley-Davidson Insurance in its positive mentions, and build a plan to extend those attributes to the platforms where the brand is currently invisible.

Phase 3: Owned Answer Layer Buildout Build owned content that directly answers the high-intent motorcycle insurance prompts in the Brand Recommendation cluster, structured so AI systems can retrieve and cite it.

Phase 4: Citation / Authority Layer Development Develop presence in the comparison and review sources that AI systems cite most often in this category, since no tracked brand's own domain appears in the top ten cited domains.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track Harley-Davidson Insurance's recommendation coverage, top-three rate, and rank-one rate month over month across all six platforms, with a focus on closing the gap between positive framing and shortlist inclusion.

Why This Matters

AI presence alone is not enough. Harley-Davidson Insurance already has the highest sentiment score in the category, but that positive framing has not converted into recommendation scale. The brand appears in roughly one in thirty qualified observations and holds a single top-three placement. Buyers who ask AI systems for motorcycle insurance recommendations are not seeing Harley-Davidson Insurance in the shortlist at the rate they see State Farm, USAA, or Progressive.

The next move is targeted correction of the prompt, page, and citation layers. The brand needs to be present in the prompts where it is currently absent, in the sources that AI systems retrieve, and in the answers that shape the buyer shortlist. Positive framing is the foundation; recommendation coverage is the goal.

Core Metrics

Sentiment Score

Questions This Section Answers

• How is the sentiment score calculated for Harley-Davidson Insurance?
• Why is classified sentiment more important than raw mention counts?

Sentiment Score = (positive mentions × 1 + neutral mentions × 0 + negative mentions × -1) / total mentions

For Harley-Davidson Insurance, the calculation is (5 × 1 + 0 × 0 + 0 × -1) / 5 = 1.0000.

This matters because unclassified mention counts are misleading. A brand that appears five times with positive framing is in a different position than a brand that appears five times with neutral or cautionary framing. Share of voice is a diagnostic metric, not a business KPI. A positive recommendation, a neutral reference, a cautionary mention, and a competitor-displaced mention are not equal.

Counting all mentions as wins is bad measurement. Harley-Davidson Insurance's five mentions are all positive, which is a genuine asset, but the brand's recommendation coverage is still 3.16%. Classified sentiment is required before interpreting AI visibility, and in this case it shows that the brand's framing quality is strong while its recommendation scale is not.

Sentiment by Platform

Questions This Section Answers

• Which platform generates the strongest positive sentiment for Harley-Davidson Insurance?
• What does the platform-level sentiment breakdown reveal about the reliability of the brand's recommendation signal?

Methodology

Questions This Section Answers

• How many qualified observations were analyzed in the October 2026 motorcycle insurance benchmark?
• What does the small observation count mean for interpreting Harley-Davidson Insurance's percentage movements?

1. This report is a benchmark-based analysis of Harley-Davidson Insurance's AI recommendation visibility in the Motorcycle Insurance category. It is not a client implementation case study.
2. The reporting month is October 2026.
3. Six AI platform families were tracked: ChatGPT, Copilot, Gemini, Perplexity, Google AI Mode, and Google AI Overviews.
4. The October 2026 benchmark produced 158 qualified observations from an initial collection of 800 prompt-surface observations and 675 unique questions.
5. The tracked competitor universe includes Allstate, Dairyland Insurance, Foremost Insurance, GEICO RV Insurance, Harley-Davidson Insurance, Markel, Nationwide, Progressive, State Farm, and USAA.
6. All qualified observations in October 2026 fell into the Brand Recommendation cluster. Pricing and Value and Multi-Brand Comparison clusters contained no qualified observations.
7. Stage 0 extraction retains the query, AI surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources.
8. A mention is counted when Harley-Davidson Insurance appears in an AI response within the qualified observation set.
9. A valid recommendation is counted when the brand appears in a valid recommendation shortlist, as marked by the benchmark. Negative, neutral, cautionary, comparison-anchor, and listed-only mentions are not counted as valid recommendations.
10. Top-three rate and rank-one rate are calculated within the qualified observation set. Average recommended rank covers rank-eligible recommendations only.
11. The October 2026 qualified observation count of 158 is the smallest in the July-to-October series. Brand-level percentages are calculated within each month's qualified set, so month-to-month comparison reflects both recommendation changes and the changing denominator.
12. Small observation counts for niche brands mean percentage movements can overstate the scale of change. Harley-Davidson Insurance's five mentions and one top-three placement should be read with that constraint in mind.

See How AI Is Recommending Your Brand

The public benchmark shows where Harley-Davidson Insurance appears and where it does not. A company-level AI visibility audit maps the specific prompts, platforms, competitors, and citation sources that shape how AI systems recommend the brand. It shows which high-intent prompts Harley-Davidson Insurance wins, which it loses, and which competitor takes the recommendation slot when the brand is absent.