R.R. Donnelley & Sons

ChatGPT Visibility Report

AI Brand Visibility for R.R. Donnelley & Sons (rrd.com) reflects an extremely low level of exposure in AI results, where commercial printing services is the strongest entity with a Visibility Index of 60, typical rank around 7.0, and appearing in roughly 75% of AI replies. Across all 5 entities linked to R.R. Donnelley & Sons, the average Visibility Index is about 24, with limited LLM confidence at roughly 37% and limited brand discovery around 30%. For the top entity commercial printing services, AI responses show very strong confidence at about 93% and solid brand match near 66%, indicating below target visibility quality for the strongest touchpoint. In addition, custom publishing and logistics shows below target visibility, combining a Visibility Index of 59 with solid discovery near 75% and very strong confidence near 91%. In summary, R.R. Donnelley & Sons has limited current reach inside AI systems, making this a baseline from which to track gains as optimization work is rolled out.

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Company Name: R.R. Donnelley & Sons

Website: rrd.com

Stock Symbol: RRD

Sector: Industrials Leaderboard

Industry: Industrial Machinery

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Relevant Entities

Commercial printing services Marketing solutions provider Integrated communications strategies Custom publishing and logistics Digital document management 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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