Caterpillar

ChatGPT Visibility Report

AI Brand Visibility for Caterpillar (caterpillar.com) shows an extremely low level of exposure in AI results, led by earthmoving and excavation tools with a Visibility Index of 40, an average rank of 2.0, and discovery in about 25% of sampled responses. Across all 5 entities linked to Caterpillar, the average Visibility Index is about 8, with very limited LLM confidence at roughly 16% and very limited brand discovery around 5%. For the top entity earthmoving and excavation tools, AI responses show very strong confidence at about 82% and very strong brand match near 100%, indicating low visibility quality for the strongest touchpoint. Taken together, these results show that Caterpillar 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: Caterpillar

Website: caterpillar.com

Stock Symbol: CAT

Sector: Industrials Leaderboard

Industry: Construction and Farm Machinery

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Relevant Entities

Industrial power systems technology Agricultural machinery innovations Earthmoving and excavation tools Construction industry solutions Heavy machinery and equipment 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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