Mosaic AI Brand Visibility (December, 2025)

ChatGPT Visibility Report

AI Brand Visibility for Mosaic (mosaicco.com) indicates an extremely low level of exposure in AI results, with crop nutrition and efficiency currently at the top of the list on a Visibility Index of 95, an average rank of 2.0, and discovery close to 100%. Across all 5 entities linked to Mosaic, the average Visibility Index is about 19, with very limited LLM confidence at roughly 18% and limited brand discovery around 20%. For the top entity crop nutrition and efficiency, AI responses show very strong confidence at about 89% and moderate brand match near 50%, indicating strong visibility quality for the strongest touchpoint. Overall, the report highlights sizeable gaps in how Mosaic 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: Mosaic

Website: mosaicco.com

Stock Symbol: MOS

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Relevant Entities

Sustainable agriculture solutions Soil health and carbon sequestration Crop nutrition and efficiency Precision farming technologies Environmental impact assessment See More Entities

Edit & Schedule Reports

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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