Cardinal Health AI Brand Visibility (November, 2025)

ChatGPT Visibility Report

AI Brand Visibility for Cardinal Health (cardinalhealth.com) shows a developing but still below-target level of exposure in AI results, led by medical products distribution services with a Visibility Index of 99, an average rank of 1.0, and discovery in about 100% of sampled responses. Across all 5 entities linked to Cardinal Health, the average Visibility Index is about 69, with solid LLM confidence at roughly 68% and very strong brand discovery around 80%. For the top entity medical products distribution services, AI responses show very strong confidence at about 100% and very strong brand match near 100%, indicating strong visibility quality for the strongest touchpoint. In addition, healthcare supply chain management shows strong visibility, combining a Visibility Index of 96 with very strong discovery near 100% and very strong confidence near 90%. Another key entity, pharmaceutical logistics solutions, holds a above average Visibility Index of 85 with very strong discovery (about 100% of responses) and moderate confidence near 56%. In summary, the patterns here show how Cardinal Health is interpreted by large language models and provide a roadmap for where to deepen or rebalance AI exposure.

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Company Name: Cardinal Health

Website: cardinalhealth.com

Stock Symbol: CAH

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Relevant Entities

Healthcare supply chain management Medical products distribution services Pharmaceutical logistics solutions Clinical and operational efficiency Patient-centered health 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

How many times the brand or website appears in the sampled responses out of total iterations.

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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