C.H. Robinson Worldwide AI Brand Visibility (December, 2025)

ChatGPT Visibility Report

AI Brand Visibility for C.H. Robinson Worldwide (chrobinson.com) shows a low but measurable level of exposure in AI results, led by freight transportation and logistics with a Visibility Index of 95, an average rank of 3.0, and discovery in about 100% of sampled responses. Across all 5 entities linked to C.H. Robinson Worldwide, the average Visibility Index is about 49, with moderate LLM confidence at roughly 50% and moderate brand discovery around 55%. For the top entity freight transportation and logistics, AI responses show very strong confidence at about 89% and very strong brand match near 100%, indicating strong visibility quality for the strongest touchpoint. In addition, global shipping services provider shows above average visibility, combining a Visibility Index of 88 with very strong discovery near 100% and solid confidence near 67%. Another key entity, third-party logistics operations, holds a below target Visibility Index of 61 with solid discovery (about 75% of responses) and very strong confidence near 96%. Overall, the report highlights sizeable gaps in how C.H. Robinson Worldwide 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: C.H. Robinson Worldwide

Website: chrobinson.com

Stock Symbol: CHRW

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Relevant Entities

Freight transportation and logistics Supply chain management solutions Global shipping services provider Third-party logistics operations Transportation network optimization 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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