Penske Automotive Group AI Brand Visibility (February, 2026)

ChatGPT Visibility Report

AI Brand Visibility for Penske Automotive Group (penskeautomotive.com) reflects an extremely low level of exposure in AI results, where vehicle sales and leasing is the strongest entity with a Visibility Index of 28, typical rank around 14.0, and appearing in roughly 50% of AI replies. Across all 5 entities linked to Penske Automotive Group, the average Visibility Index is about 8, with very limited LLM confidence at roughly 7% and very limited brand discovery around 15%. For the top entity vehicle sales and leasing, AI responses show limited confidence at about 36% and very strong brand match near 100%, indicating extremely low visibility quality for the strongest touchpoint. In addition, automotive retail and services shows extremely low visibility, combining a Visibility Index of 13 with limited discovery near 25% and no measurable confidence near 0%. Taken together, these results show that Penske Automotive Group is still early in its AI visibility journey and will benefit from focused initiatives to increase recognition in model responses.

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Company Name: Penske Automotive Group

Website: penskeautomotive.com

Stock Symbol: PAG

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Relevant Entities

Automotive retail and services Vehicle sales and leasing Car dealership operations Auto repair service management Transportation industry solutions See More Entities

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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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