Harley-Davidson AI Brand Visibility (February, 2026)

ChatGPT Visibility Report

AI Brand Visibility for Harley-Davidson (harley-davidson.com) reflects a low but measurable level of exposure in AI results, where classic american motorcycles culture is the strongest entity with a Visibility Index of 62, typical rank around 1.0, and appearing in roughly 75% of AI replies. Across all 5 entities linked to Harley-Davidson, the average Visibility Index is about 45, with solid LLM confidence at roughly 74% and moderate brand discovery around 55%. For the top entity classic american motorcycles culture, AI responses show very strong confidence at about 100% and very strong brand match near 100%, indicating below target visibility quality for the strongest touchpoint. Open road riding experience also contributes to the brand’s footprint, with a Visibility Index of 62, solid discovery close to 75% and very strong confidence around 100%. Heavyweight cruiser bike performance also contributes to the brand’s footprint, with a Visibility Index of 62, solid discovery close to 75% and very strong confidence around 100%. Overall, the report highlights sizeable gaps in how Harley-Davidson is surfaced by large language models, underscoring the need for stronger brand signals and content aligned to AI discovery.

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Company Name: Harley-Davidson

Website: harley-davidson.com

Stock Symbol: HOG

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Relevant Entities

Classic American motorcycles culture Custom motorcycle aftermarket parts Open road riding experience Motorcycle apparel and accessories Heavyweight cruiser bike performance See More Entities

Edit & Schedule Reports

RankLens measures how visible a brand is inside large language models (LLMs). It runs controlled sampling of AI responses, tracks where and how often your brand is mentioned, and normalizes the results into a Visibility Index so you can benchmark and track AI brand presence over time. RankLens is based on Entity-Conditioned Probing + Resampling principles.

Rank (Avg)

Average ranking position of the entity across all sampling iterations (lower is better).

LLM Confidence

The normalized confidence score the LLM reports for its answers including your brand.

Brand Appearance (SoV)

How many times the brand or website appears in the sampled responses out of total iterations. Share of Voice (SoV): % of all responses the AI assigned to a brand compared to all other brands.

Brand Discovery

The probability (as a percentage) that the brand appears in an LLM response for the tested entities.

Brand Target

A normalized measure based on confidence interval width showing how tightly focused the LLM responses are on the brand.

Brand Match

Accuracy of matching the results to the intended brand name or website.

Visibility Index

An overall score out of 100 combining probability, confidence, and targeting to summarize AI brand visibility.

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