Paccar AI Brand Visibility (December, 2025)

ChatGPT Visibility Report

AI Brand Visibility for Paccar (paccar.com) reflects an extremely low level of exposure in AI results, where heavy-duty truck manufacturing is the strongest entity with a Visibility Index of 89, typical rank around 9.0, and appearing in roughly 100% of AI replies. Across all 5 entities linked to Paccar, the average Visibility Index is about 23, with limited LLM confidence at roughly 23% and limited brand discovery around 25%. For the top entity heavy-duty truck manufacturing, AI responses show solid confidence at about 71% and limited brand match near 25%, indicating above average visibility quality for the strongest touchpoint. Another key entity, commercial vehicle production, holds a extremely low Visibility Index of 28 with limited discovery (about 25% of responses) and moderate confidence near 46%. Taken together, these results show that Paccar 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: Paccar

Website: paccar.com

Stock Symbol: PCAR

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Relevant Entities

Heavy-duty truck manufacturing Commercial vehicle production Engine design and development Supply chain management solutions Innovative transport technologies 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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