Andersons

ChatGPT Visibility Report

AI Brand Visibility for Andersons (andersonsinc.com) shows an extremely low level of exposure in AI results, led by agricultural supply and services with a Visibility Index of 38, an average rank of 7.0, and discovery in about 50% of sampled responses. Across all 5 entities linked to Andersons, the average Visibility Index is about 8, with very limited LLM confidence at roughly 13% and very limited brand discovery around 10%. For the top entity agricultural supply and services, AI responses show solid confidence at about 65% and very strong brand match near 81%, indicating low visibility quality for the strongest touchpoint. Overall, the report highlights sizeable gaps in how Andersons 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: Andersons

Website: andersonsinc.com

Stock Symbol: ANDE

Sector: Food, Beverages & Tobacco Leaderboard

Industry: Food Production

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Relevant Entities

Agricultural supply and services Fertilizer and crop protection Grain handling and storage Lawn care products distribution Soil health management 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 (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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