Ryerson Holding AI Brand Visibility (December, 2025)

ChatGPT Visibility Report

AI Brand Visibility for Ryerson Holding (ryerson.com) points to a developing but still below-target level of exposure in AI results, with metal processing and distribution leading AI exposure on a Visibility Index of 99, an average rank of 2.0, and appearing in around 100% of measured iterations. Across all 5 entities linked to Ryerson Holding, the average Visibility Index is about 63, with moderate LLM confidence at roughly 54% and solid brand discovery around 75%. For the top entity metal processing and distribution, AI responses show very strong confidence at about 99% and solid brand match near 63%, indicating strong visibility quality for the strongest touchpoint. Another key entity, precision metal sourcing strategies, holds a strong Visibility Index of 92 with very strong discovery (about 100% of responses) and very strong confidence near 80%. Another key entity, industrial raw materials supply chain, holds a above average Visibility Index of 75 with very strong discovery (about 100% of responses) and limited confidence near 28%. In summary, the patterns here show how Ryerson Holding is interpreted by large language models and provide a roadmap for where to deepen or rebalance AI exposure.

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Company Name: Ryerson Holding

Website: ryerson.com

Stock Symbol: RYI

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Relevant Entities

Metal processing and distribution Supply chain solutions for industries Fabrication services and capabilities Industrial raw materials supply chain Precision metal sourcing strategies 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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